{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imutils import paths\n",
    "import numpy as np\n",
    "import argparse\n",
    "import imutils\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pillow\n",
      "  Downloading https://files.pythonhosted.org/packages/70/f4/9dd0b7b0fea09cf4e7a2822031f2157f40d41f0252a89558bdb583e24ef1/Pillow-6.2.1-cp37-cp37m-win_amd64.whl (2.0MB)\n",
      "Installing collected packages: pillow\n",
      "Successfully installed pillow-6.2.1\n"
     ]
    }
   ],
   "source": [
    "!pip install pillow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "image1 = mpimg.imread(\"./images/3_images/pa1.jpg\")\n",
    "image2 = mpimg.imread(\"./images/3_images/pa2.jpg\")\n",
    "image3 = mpimg.imread(\"./images/3_images/pa3.jpg\")\n",
    "images = [image1, image2, image3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "stitcher = cv2.createStitcher() if imutils.is_cv3() else cv2.Stitcher_create()\n",
    "(status, stitched) = stitcher.stitch(images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x18804d46308>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BQDbUUxErZ0s5oEgGcXqPFdAZA9HNnpuujannITjvtsdAFNDEYpMXZe6VUjhBnYB6uyYie3btYTSeENqWpm3p9SrAJCuL9WjS2qN5pzPHihdPPySd3adsH4dznhDDjH+lFxmK6WkLZohjNnoy/SSvle5IYt7ydAeW+qnpu1PyZBlhTQxU4oiAF0uY8MmdizPetCaO5fP85jXmHEFt/w6lTE6J4mhxOA1M6hEaF9AAruwxatbZ5asU03OgAYfgnGe0ep6DR+9iTcd86K/dyKFdBYQxbVRGQTi75vj8JQc4twH/4b2f4j9nfF2C+xVHLmNlZYn1tQ02m5b1yYTlCxf473/ob/HeD36Y1eVNs6JACPZQhBDRELKERlM3xtBCCwhFYUU1UcSAPWVMtNqaGy9CUVSA4AtHbJSiLIhtMCD0Qggt3nma9DOGYNpyWmxuKhZjTMOU08wzcwA2fy7OJVzQDoi0W9SzrHaajZEZx9OCqAqeCLgUPJwxKM6lxSUEbRlNRtz04hdy28tehmqai2GBBsUX9nB7b95N4Tzr9aadca9E8XiUcROISXfNhCqEGg0NN950AydOnEJVWF1dS/ozpk2TM0W6WZj+5oUuWOw0xQoEh89KDFMblP4w4wi4mcCfiAGtuOy2K9BaXrgIThzOOZwXpsJ6Vnymxsc8M8H5wgxnnC2ecomd2zxnIcqCoen+m03Zrp8LBFF8ZqjdR1YJa3u24Cvp9ByZrabpitPcdNvnLADm/dn9Jmn83ZpwDlcIbtg3RhoCauS0K8LKnseUWJDWZeyWeF6rZsgcuV5BgRBbI8wRcigjtu1UPsyshcykU+bURV7ddjsuzObPkMiW4BCxwDIJF3IGlHc+pf1qNw/KVITTtKZctKC4qG2b5cjsMauCpKy7ApPRAgrqqKoBIbZm/KmIo03csEcT7EkMClJ4tB3j3/z9PPaRD/Hi/+pvcP73fp3hcEA9GqGtp6Kg7pf0D1/GPjw/8Y/fhitK1DuiE/7Pn/x3fCXj6xLcjxy5jL17Fjl75jira2sMJhU953nfr78XpOJNb/pOPvrxP2ayNUmgopCYd4wRHzNpCXZDnRWw4ASC/SgKnxiswzuP854Qk64nUCTd1jkDi9AEnPP4Ij3kpmXQr0qaukaBuq7p93qMJxMW5ucZT2oKX9hxNKempWSxmSez06tDTEEn7R6qTvrZ/iR3iz4HaZ0XQnTGatXiB/1+j7IsWVldoY2Rt77jrSa9iDE/RIyxFB6NAs6jCFVR0KvmWFle4k/vuIMH73/AAKlVKucIU+eHGJXCO/YfXCS0wYKSTjlwySG0aZjUY3bv2s2pU6dB/FR2yaw6z4VzHWZafr1LOm121TMTlnzVdO57eki9S9cvGMAnoHM4YiGIFoTY4Chw4gG79+o0GTlPq6HzbLZGI4bDkrXVDQa9PqPJmLLqce7sWS6/7FJOnDjBwcOXcez4U1x+2aWcPb/EnsVdiDjOXzjP7j27WVla4sDBQ7RNbR5BAsT+oEfbtOCNLBSumGbB5HskzjzIjNZKlxWDprlzSkhLO+G5SVkO2miBTie+Sznt5t+lQLBT0+6zZ5gWVoxClhRFTEa3/HhhtLnF1mjMuK6BiHdFIi3mWZVVSVlWlK6g6lUQxRhxiqdM13Ji2UlmmV3f2cbGmc3zepgGr20jS0+Vjli5RKzs2Ug7UBNuAKITZEaesXoS7WQul57SmIA9xkhVKLvnK5za9YqAj4oXZVj2cFFpQ4OIML+4mLwJUPEEbRi1gX6E4SiCFpz54PtYixWfXGo4uecIm73d3P/IcTY3t3iF9Ch7JaPxmCsvv5Kxtp0K9pWMr8tsmS/c/lGWlp7i/JljHD/2JEsXllha3mRt3NIEQXzJhdUVFBiPG2JU+v0BTQisb00IMaJBoQ2JDDmOXHGE4ydOMx6NsSBNxdZohMNTep+kPAuyhtbK/qfZBVNmPaVFEfC2XhMAaYw4b/YyTtHX9ElLrAdmmF52wUW6Y+QvdbnB2fVPQ2emasZ7RWMw+SD9yQxaJqGmTcZoC9fS4khgmjllnMrG4jpAyVxJY6QsS0LTEkKgDYHRZETphYOHD/M93/tG3vH2t/OZP/00H/zABzl19gyV91T9Hg7H8vIau+bnefzxxyiKskv1zFdL8i58CsTGxPAnTUvpzfBsjbbo9SrOnb/AbbfcytraGj/293+UXYsLXHftC5iMRxx99Chra2v84Yf/kPF4zCMPH0UERpOasvSURYn3nia2NI1SICbZKCnzImX9BMiVqTFasDCz2ZhTFzsma+QixmDbBXP5gS4rJgRNvWnEGGaqCo2SqkdJrFEcWth9bxtLU1QUnwx8G1L2k0QkOiBYXCTda+eTvBGmYG/rIbWtcI5dw6FJEN6Dg15vQAw1RVlSlSVN2xDa2EkYli6fAEYc6xsbrG1uEroVAnt376bywrkLy2kN2vwMfMGexYUpU8/L18nTnoFsmC6yANvGtr9qIm2YEcv3IpO8GKNV9ariNOBjRFKcJKJEFRb372MyGiGxZb4AH6y+oAWaqNRB2WqFyrVcumfAgMiuXmlrwpds4aku2c/aWqTqC4+frnnN3iUO9CvaEJngWNpo+daDh1iaLPPocJ62NwRX4gRcr6BwJaOm5YojR6gGZRePE+dR8eQSvne98xkL/b+xUiHH4wmoUjdrPHzPp7nnsx/h+PFznFndILQO3xvw5LHjaBto2kBQmNQNIbS00RFxFCmwN5lYJg2S8ilEqPoV9WjClVdfxeOPPk7WpvNDcnF16ba+V902M5kAKeqeWWgiVunfWUvIoJ73Y59Jp0UnVpaXrxgzzrJAzs/NruL2kQyAZB8+B/7EGLlMz4uclaDTfis5I4yke4iL3THJn83eIs1gCCIx6dCR0LGlOL3Y5IFk01UUBRoDc3Pz/Pwv/AIbm+t88hOf5CMf/ghbky1GG1ss7FpAMEZr02esynkPeAMqTcCJ5UDHaDEC1K7JO48vnEkfhUOcGFBl1z8qbfKo8ryaLmvpepb1qF2GTJ50K5ryNjeSU+3S1HfeotI25sIHBde1HrCbEDRS4JNBTemgarq+KyRhoBLbFlUzA367hce2cNZjJwZgKgV1m8VpXCjfjmmbgpy1NN1C0UQGpvEG+54ZmRgsf/7A4UOcXV6inamEPrBvkbOnz1JUPWJuSqcwV5XsWZifUb5mwDyvc7FgbM59zx9lLyOm1WP3afo8OJKnhnYtGHLtSNRIDNGKBdtIaCbMl96IjdqaalRZ2LMbDYrGmkGMFAREHE1UGoUGYaNW+q7h8t1zVLFld79EnUOcZ70JXP7im3jksQuUfeGJ0xNeMX+aw4vzTMRzQfqMnKcVh3hTCHxZIBH27FnAVz3KsocvS4aDPq4oEEkSlYD4ghgieM+73vnTFz/48I2WCpnTAnt+kRe//A28+GVv5D2/8jMUX3qY08sjzp5fxosyDoG6aWhbK0ZouyBry3jSmKsaFWR6mRGoxw1OPE8+8VRX6YbLhTIYO0O3VRY6wBWF5ccmYhGTxlioOYIRW2AxySxF0uA1xC4lMzA1HM552npiQOSTDDGT8y3pYYhGI6fplNA9eIhYgVSIlualkB/0OBugc7N5/qSfDogWU07fwwfQwmYqaZ6zgJEf0CgGeJNJw+HDh5mf7xNT5ewTTzxO6T1Vr8/hQ4dYWVlmeWmJNkbatsWJsLa+wdve/g4cPgWKjUn1BwuENrVewIM4ysITolXzSgpwl04T2OdKXofzpX3uHVXZQ9UeVOeT4ZYCdeAVtPQUmFut6hmNtyh6fcbjMRujMf3Csbm1xVVXXcXK0jLf+qpXc/sdn+N1b/g2Hn7gQfbvP8ADX3yIb33Zbdz+uTu49uqrWVzcxWNPPMmNN93E7Z/6JNdfdz1nzpxhtLXF1Vdfwwc/8HvcdustnDl9lmNPPcVNN93EqZMnmWxusu/APjZHm5ShZH5hjja09AYDnDp8VaIaCW1DjCY/OYEQhTa0FA40TIPzMaUSigixNWMTNSvRtjat2MuyXhQIMaYYgN3kEBN8OojRDE9UM17NeIKglgaJsfemabnk8GEuLC3jvdLEzMalMywxRhyOjc1Ndi0umEg1I8fNhAXMo0y/z+YyGcC7lC6ZK3xTnCZLLGmd5nTG0LQ43b4f1HLdRYTolEL6iIzxieyIF1wA70vieJJqBSxALaKm8ad1WxQFo0mDK8up2XGerShMyh733H8fL3zRTfT6A4qqwBfOsuqco3Au1SZAEEE1mISlSuVL2pibCD4bWj77+Lpk7pN6TGfhIbnCx7n/9o/zf7/7N1lZ2WRrq6auWyZNQ9Oa29uGSEis0iU6VrdZKvFJnkhBlRgNLMQhSZNsYkvpigTmDhVl1+IuYlTKwnPm/BIL8/M0dc3WeMTufftYOnOW73jda3no4S/yqle+mhMnjnPl1VdxySWX8uQTT/La172GOz77eV58882cO3saVeGyyy/nqaeOc9UVV7C5tsby2gpXHTnCUydPEELDVVdezb333svllx9hbm6Oj/3hR7n62mtZmBvy2+//XQb9Abff/hkK77n2uut46tgxxuMRe/buY/++/Zw6cRpxjr1791BPajZHWymDQWgbM36+qmiaGicpY0YtDpFzi7uqPy7yHmQqOcVgLNSbFTV2nb2BqOTUvzoFG2NIEkyiZ64oQRyFd0n3BV8WEAXxBYFgbXuDPYTj1LBtZXWFvbv3c2D/Pt7+P7yDjbV1brnlJZRFRZse2PF4hHjPuBkTYqBtG9Pk01U5NQMi3gDPuRTryOK1y57YjFym2agmTzCxxhAjItMCGCfKx3//g/zX3/sWYoyUviCEFlcUFAKhaUxSiA2lK2hjS5i0DPp9M+5tizoL4Pd7fcb1hGFvCBgByc0HoiZCkoy0YPGhLHdMJjW9XpUC01l+E7wTVpZXePjoI9x//32sra6xsbXBfffdz9raKqX39Hr9znjGGBhNxtTjmhgj8/N92pRfHxS7T9HmpmkbCm8VwE6hV/UpCpvfubl5239Z0R/08OJSJg52/qnDaT6uwNNALUsW2XvJMRaSnKIxJkMUiTHQNsHSOx30suaOMmkj49Cwb/9BYoS2aTnQU1xbE0Roo11bLQUrWzWLg4JDQ48PDXv6Ba4ApGCtUa647SU8/vgqrow8dnyDW+dOc8W+3axrwbneEFKiRoyR/twQX3iKxOCLosCXhc3JcA6XspO6OgfJMqXwkz/2L58JPr/RZJlNs9wK4hvLgpET/Mdf+EU+9cd3sDEKjEY1kyZQNy1NG831igY2ApbvrEKISsS0RRVPr9fjb/+dv8PuhUW09CAe8QZ8eI/GwKA/ZDQaUXjP6toac8MBd/7cr1G+7hZuvvUlbKxtsbG5weL8Ao88+jC7F3Zx5PIjbG1tMaknHDlyPb1+ye23/wmiwgtuvJHl5SVWV1e44YYbeOCBhyid55prrmZra5PhoI+qcubMaXr9AXv27+fow1/k8KFDjMcTyrJk7+49CLA53qJf9egPBtR1nQDHAseasgKE1NY35r4m0SL2SSES75D01GTSnuMLaEQTA29DA8GybRChrRt6gz6VLxgOBywvLfOZz32OP/74x9lYX6coCuaGQ/Mg2sDaxnrX16euG5MzdHpcX5TgPR/72B9zbnXFAlf9Hs55mhjMmKTyRl/0OHn6pGVeqJh+HbEYRBffMJDzIp0slnVzNFjFYlJpHcbgi9JTh0hVFqiKtSwQA0GX4gClMz3diadN2RQRxasjikkrHjNCvvC0dYOK0rYtg6rP1mSENoGgLYKya34X9WTCiRPHufqaa9Bo28amJYTIroUFzl+4wMF9+zoni5RZ1TWuYyrjZejOmZaZnduzlY1p96yZd0NmwTMad9Z6SbKjy8czc/Kdr389oWmYX5gzySzfyFwol9o+xFa746E5LhFTLyRv85pQ2jT3yPzCHFVZdkbVPOZMIiyLSDrdM19jTMTP7kmIlklhkkwgaKStIzG09EQpJeBxtDHSRCUUnrm5BYJa64nFOKIkEFBCFAN39Wy0kb5vODTsU8WaxUGZzt+x2giX3/oiHnzwBLt2lTx6csJLF05zxf49LLWO5eEerHbG4UtLyJBCLPZTGEW3MvIAACAASURBVJHsDfr4sqCqKryzXlM548uLqW7qPZSOn3zn0wD+GwvcH7r3A5w8eZZ2PGJ9E06cOMnWaI219U1OHnuKlZV1NkYjxnUktGq6e9Bteb8CEIWJKk4KY4hVDxH4Bz/xDygHfagKvLcAm3dF0jwdrtMbLcc5LxZfVJAyK8Q5XGoFmNdx6vhEIT7Jurk6LqbUO9tvjsJ3mj0krXsaBM3JADFlxwkQWwOYonAGMkIn+US1wJylbGpXGyURqqoysFQlBChLbzGNtkZVqduGsujTNDVeLI0tpt7vkqoCTdOEnEdvxDwzpEibsiXa1tzKyajmnnvu5rrnXc/9993Hjc97Pj/3s//G5AFVC6B6jy9K3v/hDzOcG7K+uWHBcEixAOsPE0LbyQyaevKM63FKfQ3TB1xIDcESiMnUeMUQIPH2nF1S+FwoJkm2STp+FKsYFQtf5JRFUfNCkASmSApkm2y3cmGZA3v3ElX51d97HwJ85nOf4Ud/5J08cO993Hn33ayurJiRDZGXf9tr0nenxTgWX8DkPE0NuWLSlyUmLE11mckQ+3T+RapPsFiEzW8MLWjs+uD3h30Wd+3CqzH+66+/lksPHU7GwjwCnys3kzwgSRJ8wxu/m6YZMzc/tMrYNLdZd7HNnxlPyqIkR15UI02bq0Sh8ML+A4vJqNABuTH37fvLhV5dIkAOomrcth5jbIhBrBIXpSdK5SygGhQmQVk8sI9x0xDxFGXJwXYL1Zo2Wt2Hq/qsTVpWxpvsX5hjPgYWKmG+dN2aWW+EwdWXMVpumGyex2vB7nKDK/cvshVKTvfncL4041wWeO/wRYEvCsqipDfsJWzw9IYDBE3V2nbPz50/zT133se+ffu58pqD/Kufeu/FU/uNpbkffeAobRuYjMesj1rGbWR1vWZrq0GKHrgxIjXmloVOPujS4phKyDSCryzi3LbWNGo4N0cx6BlDRbjr7rt58c030+/1+K3f/h1e+cpvZenCeQ4dOsza6hoHDxwCgcV+D8EeorYJkHKlQafVeTK9jsIqUCxIR2ZKCRhmkV216+7oJbNo21Gu1xAglj4VWUCVvk7hp1edgKGcKfJQsf46LgWUjfnaDBXectqrskIVqiK9ki8FQDPApD8SLUGM7A5r+i+0kTY0OOdomobohLLs8+2veS1b4xG3vPSlzFeD7i6RYhO54vLQ4f2cPHWGSdOwZ89eJpMRP/EP/xHvfOc77SHzwv6D+yA6ENPtNVqKYIujV1p5+mS8xZkLKzz55OMsL69w4qljnF9dtWyYCNpGqtKKdeq2xvmStg2oWIFSiLmpVGKggslOUXCFQ9tIdAY4QQMuBfEiSilC2wZCbPjpn/opvvjgA2ho2NM6Tv37DxGaTV712lfw+x/+kGXiCHzmE580j6g1AB70BjQaGE/G5n0WJU3d4gvrexRCpOoVVIM+g6LCiTC/sItDhw/R1DXee3btWmQw18e7knE7IbYhBcwjXmBrfZ3VzQ1EHQ546uQJiy95lwxeaUU7Il3L58J5CG6meEnJ3Dnnk2vnLXS+xrbRNG1aWhaT6uJbuaBMfIphMWXoCeCMtM1WWptm3Sa5ztzXfNSU0oggLhJjS+WEpq2Z6xd56UMAiUohjiApVlcKvrEYV61Kf3GRV774Fv7kE59ga/0C8/PzNEGoC1JcLzAJnq3HTrI1blnfWEcQ9lwxNM8heHqDPpO6RVUpgqVhOrUYSCDQTBqK0sinVc+m50PMM6mc57u+63WIrzj2+FfW1+brDtx/9d3/O8vLK7RNS9u2bIwaVjfG1K2mBVJQ9fqsrG5YkCZp7CIWQAmqKWUrMSJtCNFbZWIC09W1NebLPRQiFL0+t912q6XgaeQHvv97AeHIZZeBCIcPHYbEtp2mFMNg5ekhZXDkAopZYJeM5OR0r6lrnDWDLIV0Ta7SAg4JuGz/LoFNKp5QC7AUPjU8uShLJ+doQ9q/5KZWiTB7C47lYzrnCKnYokg59k3TMBqNKbzHlZbD3DQNbT2iPxxQ9fqJAUdj+y5CHShcCWoBTtfzSIBQT/it33gPP/Ij70wvlrDrFKx5lI/wPW94M2ONlGUFWFVh6Qr+t3/8T8l51CZLWO/6quxR9nsMhwPWVtbR0NDr9wka2Lt7L8vLFxjXE2695WZuuPFm1AvXHLmSyXjCBz74QbY2twBrFxxUKAo7bxdzgM4ewtJ74rhBCm/SgDokgCeXpil/5eW3cvsddxJD5NrnXctD9z/EqTMnGW2O8CGik5qPPXkP9WJF9dkxB/buZ/3sOY4vnWff3n1oCJRpRiajEeKEfuphr+OGnhfLoVahdB4CNOsbNCmve+X8Escff7Iz8JIkpbScMsdP+nwqpEvgbLQgJqMv6aqUxd27OLO0TL8cgLY4cdz4/BehMaTnzYqGugXd9XnJMhnb8F1n/k8KckryknJTLnEepyFJQ2m/wQK7T8+sSbnuqagr5oMn4oRzNON1rtpf0V8srThJSgZFj/WtMeNJJFKy0Swx8D1KHIt7d9OubVIMHE3Tcv21N/DAlx5n764+33LLC3n43ruYtNBEOLW2xahVtBVi0RK1TlNR4sUqWmNUWm0Zj2raGCiqCoi0dc0Tj59kz95dXHrZkeTFNBRFSd00FIU3DzzFfgYLi7QBvItcdsWVzw1E0/i6A/eN9Q3a2BLbQFBlUgcLnE4mNG2krluCQtWraDY3uzaruWe6AG1iXkXh8NF3ZCKXpO/Zu0h0xvj+7IN/wHf81dfTOocrK2KMLF24wP4DB7rAlAOCQKgbmiYymB+ysblJPa4RERYW5k0nQ0CN0Rt4mrorM4tvdohmNrK9t4lPzLtMRT9ZaFUcTz7xBNdcfbWV2UuucE2fppaskBhSKtLqjpHapeSAVdow9R2hC0gV3rMwP5fkDdt/r+rB0DIJuirRCD1fEZwmYE8tWFMmQtu2zO3azVv/5jvYf+hgx0rs4u1HFLXsi8LRNhP2XXII5zx7du8mROXSSy/h7nvu7lxXXzp6RYWUlmtclSXVvBmbIhZsbm7Q7/Xp9Xs89sQxHnv8Sbxz3KG3p/xJR79XId7T1jXj8YSNjXXm5wZsrK/b7/Pz1E3NkUsuZTTe4IqrruLM6VOIwBWXX8Hn77qTV73qVWyur3P3Z2/n5bfdxic/+UlWzp7iVd9yC1VRmlEthWYsuAPz1E5ZPXUK3yvBRfbu3Y1lU9sEd91bulbVae6j0nZxg2wcM1PVJLzHzisk5i6J2Y9N/Wcwry6ErlyWlkghKRMnAAScwOmTp1nYv5d6dctK9r0yP+ylfH8SQGdBPss30+cvs+4s1wDTXHzoSJBiKasqOiUcOZANUAnahNn32QC5sDDJR+mcLG/dJL/SRw7PK3t9IjtECOZ9VdISXaBua3qxxjvoe0+5eQEvFkcY9D2rx77INQsFD33st3BuyNKFNcauZO9wjkmjjKORE21JbUkkpb4GQt0gMgdENjY2mF9YxEtBQNm7dy+D4S7Onzud2LkVkYUYKHxl8mKY6dvjPdZWIsUYvoLxdQfua5srtK1dStMExuOW0VbDaNzQNJZ72rYtUnhcUeLqSJvfKeqdZWRIMM0xZzREAZd0OoGy6tFEQ/umbVidTJjrVV1xyt59+wz0EjBqVDQEfFXiY6RtWqqiYrg4SG6kZdcIQkwBP2PsJstIWvymY1uuKykn2jmf0sJzqQL23dS3uklVq6jpydddd61JBzLTOZIO/2cJUtevvKuKzXp0J/pMCZakNC98kf44lbjA0r9Up70PSVWUqopLFYZR4fSJsxy+9DIKKQgucv78WdbHG9z4vBfa9eNRCd2xnYL3StmrUI2cO32SppnwyCM1hw4d5o7PfZrbXnob73jb2zhx/Dhv/O43Mt7aYGl1nSY0VN53pjGfrZOs/yatfOqz27XYnTImq2Zks88vkKxX9rS0Szu1fyr8rbd26zXLVj/wPW9KMQnlqXNncc5xww3P43N3383ul9/CiT/7LN/31j0cPbrB6TMrXHZgwIE9B6jPXccX7rnTOEHKeNEYu55IMQSmhWbTDKaUowrJQHTsWDXJjUlSc5YkwExaLDNrJdCklgsGqU4s2Pe8666n7wvuuuNONATqxgq0ouTKXwNwSQFtTdllmnPw8zFmWibM9onJnMVegGLrXbx0z5PtV2glTL2CdFxVKFxp+rlE87RCS1PXhGbETdccZnJiJa1XAfHUoaaKlto5P5hjdXOTXcMhS8srDBYWKKuK0VaN80JM7+dtJi1OhdiOueGKRT732Ca93Y7BQsH59cCI1BY45qwdw5cqtTYOWrCwa0DAukgKwsrKKupL9h863L29Lajd4xhaI2dpOYaYWnA4OmnqKxlfFtxF5AjwK8BhjIq+W1X/tYjsBX4TuAp4AvgBVV0W86H+NfAmYAt4u6re9VxPqKVH0S9xpce3ynCX40BZIVJw/wNf5PSZE/SqAW1bU1ae8YQuDSq02uVBq0SLeIcW5wqcm77zNISAFJ5GW779+94MYkFIl7RHS0PKne8svaxKbFoS0EppAanMVOz5EJRpGldmT7n97ba4sTPHGEiI6bEXI0jHypyzvhwdG+o4Wd7zzO2eVrZ3D04eOrMmJFXs5uDk9CUZMt1Z5ynYzmQGVKzdqnY5xJbrG9Oz7rnyyJVM2oaokcJ59u0/wNzWwLJTUjvl3AvcOQsk/sb73sfmeEKT+gC1IVBWJfPzAwa9IesbG0wmE2572cv4xV98N0ePPsSP/fiPUojd35QzhoUR7Tx9dBdl0ihezY8KpPL1lAKqAi4GEJ+AT8ltZQVla2vEYDhIueRTkJyNHeZiqJhYqBPhrs/dQVkIS5+9mw3v+ezHhozdPEsrwrdeeSunjn6eo0/cmUArFU4lQ+JQC5o7sQwQO63OS0t3tvsps5+n3PVOYJ4xbN3KTA3OLJDrZrxeRb0wKCruuOtOJuMJ9WTMaLTZ1XF0KbOZXaRgsGISYG5T3B1aps/kdh/VHrGuZQQmGxWuABdpY4trpXsOuzivs/YZokC01WlVtQ3NaEJZQCg8RSG0dbTGadH2F6Pi+0AIlMM+/V4PT6RtGnsZvRNirCFVDUdMj/e0qEbatmGxEOZ71n+KVmkziRTM4LSKI9IrSqsn8AVdloR36f2/03tiQeYskNk9ismTsZWttKm+4SsZz4W5t8D/pKp3icgCcKeI/BHwduBjqvovRORdwLuAfwi8Ebg+/fdXgH+bfj6ncX55maroMWoaUh4AddtCGyi8cvllh3G+YHkZhoMBqs76MGyNGA7mcK7AClKF8WjEF77woFWkJZDP0XpVa4plEGs9qF1i2dKxEpdKwj2LuxfZWFsnauDggYNsbmwwbhqzstNnJuUdW4MyyemFkl+dJt3NywZhhjqbDpkLn9KDmoNIOQDb6fczx2R2P/nP8vR/i7NSeyFf5+zLKfJOMvuyf4pYYDGnz/XK9EaclIdu/oVHtaEoPW16BVpIzL5AKFyZ2KgZgi5PEevM2LYtP/jXf9AKnJLxdE5oQmTQ61PXNb2qtHRE71leXebHfvxHuevOu7nmyivYv28vYAFzV5ZdwNqjBNL9ITNIS5V0mcl2Bs11wG73cToGg0FS2LJp1XRPZgA+/yMBtBdHURSJ1UaOKDSnH8U3F+hxiI989E8ZrzXs33MJEzY7A5mdphhhulqSsc2ZNNt07XTPkkmwtZGytFAL0qW5zp02bR5Sx0YlZUC5jgRM6oYTp05Tb42pyoKqmkPbqSQwnBsQQ6CqSoaDIZFIURSsra3StoHx5pjN8RZNXdPrDahDY+9OcAV4sfckqL3ofe/eRdZW1ygL629TTyYUcwXf9V1vYBJrTh07xqHhAr/33t/i4JWX4xcW6A/mAKVtalbW1u1K1bLCPJb66J0RtKp0jJstqqoitA2qdEBeecuQwznqpqYoekRtcepwhfX1IaT5CRUeZznqTumVQl/tPsUYrT5Bzfi3GruWHU5NQYjJ+zVnPnvCwTK3SOtElRgi0VtwKosAMSoxuhlP/LmNLwvuqnoKOJV+XxeRh4DLgDcD3542+3+AP8bA/c3Ar6j5YLeLyG4RuSTt58uOudajdeD8yjJtNCCKIULqZxLbhroNhBaWzl8AUSaTCXU9RkToD4bJ6RYKX3Dw4H7Onl1GxKfnL1I3Dccef5wX3nQzR48e5eC+/ayPt7j6qqvMYufX2yUuiMD66pqBrXNcuHABMAZsOm7e9zT4k/tUx0h6yQApZdEh3nQ17715EenarR3v9HG2cJO1qI20VoqsWDWqCBpNn8+c2gyX0rX1zf4dU0khX5l1tcwlPfn4CRxSRgwJr5ymd8sK1nfH+ZRTnzoXohTOUQ76bIWAV6iqIZthC+8Kfvqnf5lf+g//B9K1gcqWKQfUHLFt8REuPXwJ46ZhZX2Zvbt2M67H3HzTzZx66gRLyxcgRjY2VnEIL3z+DSzO76KJ1rCpV5W2VyUdy3rHdBguQJ6BPOkXeziZZebNszcwYyyz9JDv2cXpf2XVwznHjTe+gC8+8CAh2np4yfMu5RN/dA9/8x/9BOvrGwx7A6658mpGk4YnnnqMX/+VX2O1bfjOH/ohdoWG8xubvPyaa/mln/83neHo2gbMZDFp8jJmqP3MfU2uSfb6Znr2p7ue5iezCUtD7M0NadoJXnp4JzRh0l3naGtEjC3jsbCxsWEtjl0uV1XEw/z8EI1DEOhrZWm105WYpCOYTGrKXsmFC8vEGCiKktGo5jff81vWuTIqbIxp2sDuR87SFhd4dC5wfjzhJS98Ca9+zau55bZbKYuSz3zqU/zRhz/E0tlV9jqhaWpiiKl3VG5foWyub+CkpPSOXmnV2IUvCG1LWQqjrS2Gc3OpiZoQmoaiqlg9f4GrLp1jS3qsugm7SoeGGsExidN5Fd+3XvMOam2ptEiE0RIlpI34sjLvPz9kasY3+szgIYRAhefVr34j51aWifGrz9yny0DkKuAW4LPAoQzYqnpKRA6mzS4Dnpr52vH0t+cE7oNWqDWyurbM3j0HrbBlMGC0uWnl+t6DD9TSUolSp8Ka/mDIaFwzGgWatkHVCkO8T9VhOuGvvfn7+dCHPsrccJ7rXvACJrHhhhc8Hw2RQ4NLLSshuZsiKUvFW1lwiA1DKmsoFiKu8GlbT9d6NOdxJc9BCg9BOXf+AoXz/JN//xn+7t97C1ccuYz+0hdTBgbG/pPbGZrAoN/jQ7//IS6/6iq+5dbbGBeRjxz9PAvzc7xs1xXm5tlzaK4s0vXwluQO5DbEllyVG3RJB0YhpZF1i8vuI3RAlq8jqyh5uwz+puuaimQLe7w16kCjbmpWV1aZn1/gf/5ffsQ6XsnssTKYptfeJann8muu5vk33ogrPOfPn+HIkSvxZcGH3/8Bzi8t4RTKqkJRBnPz1CG1bGaa/53BXJjxdMhq01QC6GSsdE4dZEvetlv5bIPDGdeoaRrG4zFzcxaAHo/H9ko4HGdOn5vOOcK4LLnp5S/nqadOsGvXXoZzQ/7Te36Nl9x8C48fO8br3/hXifU6K3du8qePfJSgE+7PfWlUp9lG+SRTEY/M6m5PGwlMZ/+Usr98eouY5oJBMba5a2GBL973BcqyBCJ1ExlvTsxgRNi9e5H5QY/xZGzttVsL0rZtoCpM/oyxsZXnPL2qZFLXlpUEDPtDXFWyvLJMO54wmowYj7aYTCy4rQq9wdDiKUHZu3svm5PIZqUMonLteuBwNeDYY4/y2GOP8v73/79IDDRaMpy7hLkDa8jyWUuXjErV67G1NUKcrcuyKgnRDJMx5uQy2bsCKasS7wQvBaPa2kQ753jFK6/g5FrB0vlNXvD85zF58jGqQsjVB7WalKaFGhny5rnmG9Bvj/OSyxe4696TvOJ1z+czjy4gvrTiOrEMMZcYfNDUfz4IQQqGC3tY39z8c+7z08dzBncRmQd+G/hxVV17Wj/xmU2f4W/6tI1Efhj44Yv/PhltUs/PcfUV13HuwgVAU0+NQD2prSy9jThnr9/Ce5pJk9wqayNQRrOUTdPQ6w25cG4Z9S0f+MAfUBQl441Nyqq03i+t9TBvN7YsrRFB2tb0Lic0Ndbjw1VUwTrF+fQigK6rYZJSBOvKF4Ii0SGtFfy0sWV+OMfPveu72dw8x+5x5PzmiLle31w+J1Y1iqcsC4Iqr3zNa+hVfZq2pd7c4vntAnFZYJdnfXOLQVFQ9ktU8wOa5zXPeAYkMz5TYpfiCBcH12RaJbBN8cnAIpn7YZkSHdAnC5Nzi0ktlqOnSE2QhmVDlNym1ToTZs/INNcUWNbAo0fv5799+w/gnPIvfuYP+I7Xfwf9wYAL5y/w2JOPd6meUbVj2k6nclYH5cpUgkjP7iwod/ZrFuBlxuKkydFuDp5xGVOW5dRdFqE/GDDa2KQsS553w7Xc/qdnUaf0Lr2czz1wP/su2UV99j4e/fQTjNe2uHQ4z0dPPMzmSosreqxtnKeY202/NzcjxzAl4DINEGtncGf8DJm2h9CLzrfj75Lr7dLnuWo4yWUb6xvWsTA5prbeuxfi0YSW9c2GXq+kDS0qSlGUndeoNKn/fQu0jCdtt3+NkbX1SdfrqCiFOTfg0sOH2djcom3GJqEEO63N5XXOL11g0O/x8GTE3mpAL7QshpJ5Kejt34W4ghCVk6eWqMtlirQGtWmm/kt6cYi15G6tx83WBlWRJEPNL7svEKzpmK9KnIv4wlIcnzpXsrK+wcJwgS89/CDXzfWJ0XrTKHSv2HTBCqvqtkWq1BhOHC98qXD6Sw9y3TU91FfkLLqA1Uk4ze8eVkQjTYwU0uf0qVPsWtzNfPWV5b88p61FpMSA/ddU9XfSn89kuUVELgHOpr8fB47MfP1y4OTF+1TVdwPvTvvvVqE4j7SwubVJqCf40tM0LdYYraANASQmHSoS65bsVtV1TWijvWEnsWiRiCugcP3UvVDoOcfA/B88kb4UbDqSvg5I6uCRytxVHE6VNuvwEarWamqaAnwbmcTWimraLG9o6r2lHNy/D48ntIFBr2K8scHcYJBA09oDxPyWdhEIgX6vhzhnBg3h0ksvt2BgiAz6PbxztC04scarMbWCbaMVRNlrwFwnm0CEaC1SnXM4Z10z27YxbZgZIExsZvrWpqz1piAkYgnqwVijkhqMpd+jOtA2+QzeNPjaHq6cDmnAK1ax5woU2Bxt8sF//m6OPfgI8flH+Jf/5J/xpSePcfBwn49+9GP0qop6PE6NsxyT0ZiyrHC4JKVZmbu3RdUB+CxcP+NQWF1eZWsyYnF+F2VV0sbIcDDgrjvv4kUveqGVij8LwF/0tFDXLTFE5hfmURxOoTl5lu9501v43ff/Lj/4P/5tem/w/ML/9TO85c2v5r4vbXLji1/MZ8+vsryyztXXXcsDDz3IkSsu59E772Lr2DGarRE33/RtLC0/yckzj3VsOx+zg/MUee0+mpWd0v+z7zXbN0dlWpTkU8A714uECEVZGuMHmkmNrwrqSUPZK4mhoR5PAKGlxonQqzyTOuRnPdVTWLpk07YUhe/ezhVUWVtfA4XCFTRNtOKyumFzcwMJylAEV/Xt2ZDSYjmLQ+q6RpkQEfbuHdD3ObPEIR58DIS2tetKrb01qr2ExxWMJ1sM+nOmvYtjOByyFixvvW2bJGVa98k43mD3wjwr65sc2TsPocV7KFVTrr1nEgJRy+55kpRBE6Oyb/G/Y+HmAe/93Q/x+iMvBR42XHNGFieThqKy3koATgrG4zWG4xXieJlH7r3/y6y97ePLijgp++WXgIdU9V/NfPQB4G3p97cBvzfz97eKjZcDq89VbwcYr4+IS0ssPXUcVAmT1hZOaK2oR0xLA1KP8cLSqIBer0fVq6bNk0iacARXmCsfVanmBkwGJfV8n89+8SHOSeD08gqu10N6faTqI1UPqfr05oegyihGQuFZWl+nLT1hrqIp7A09IVV6ksr1bSiovcw3v4w5pra4KvnlxhhO+ukbmcqioCgLyqpiUk+m2SW+sNz8wQBR8IWj3+vRq3p4b+BWVCVzC3P0KpuHRx97lKadmJvpCyPZIjzyyJcYj7dYXV3h3LnzLCws8NSTT3LgwAHuvPsuvvjQw5w9f47T585x/70P0OsN+bM/+zS3f+bTnL9wnieffJyzZ87Qn5vj+OmTjMZj6rYlKlw4d56tzQ3KXklV9VAJjNqia99rWOK66keHaY0aI3PDBR5zNXrDJdz3iT9h6fRp/tMv/Ue+9MBRLpw9a/1XUPbu3wsaKavSmKJYOb+1YDBPyiXtWMTSCVfXrM+NRkldJPP6tp+7Fhc5sH8//bkBZa+0AF+MvOAFz8el4GwMoWOnq6ur5Ard3PYiGxDvPc2k5o8+/FEKXyagbPiDD/4+C8Mh7/nV3+AXfvbf4nTAb/z6B3jg0WP8/L/7ZT71J3/GE0+d5H2/835aPI9eWMPt389bfuAt7D+wl2svey0P3XcSy3ueWWYzv3R5TfrsBq3j+ZrNwDTdU1MAWHNEP5r0ZrEdMwyD4cDWdmxpmhrBAKoonbUZUGE0blB16TH4/6h782DLrqvM87f3PtMd3pjzoEwpNdmSZcmWbHlAtrDBZigbMFNgqHKZqWlDF01B09VUVTAEUEXT1bgM0RFNF46GgDZQDC7jecJ4xBqtWbIylcp0ji/z5ZvudM7ZQ/+x9jn3Pkm2067uCNWJeJnv3fGcffZee61vfetb0qTbx8+UAjzR8fEukKVRNC5Jog6+MNcmwwnW1SwXHfbtWMZYxyB4BnguuFqkN9AolZDEClsVHMorGiG75joasoLWGgm0QtTQiAQLEOZNkM2riVSIazcEReFq6sEAo2E+8SRKeq4ao6WfqoLCaNBNtyqJBiXfl/HFf7iPS+sD3vym72Tv/v04NTvuCJXbBykW8yInrXPDPU89zD0nvszaYn65ZhS4PM/91cA/BR5SAW7RFAAAIABJREFUSn0pPvYrwL8H/lIp9RPASeAH43MfRGiQRxEq5Nu/kRPy1oFzLPe6XJxU4tkZLY5nEIlfpTTe+lgGLu28dCLNfb0X3nuiDWhRnNMG+r2UtY0ahXRM8aZDogwvvfVlJFrR2zeHJyZTm6Qo0TMNQnC0dU2v6GDrGlvVsjXGcC/EqGDqKokX3gAQzlrxHJRGmwRva9E2obmxidCooh61UoqiyNsNQEWefDWeSNco63CqSWoC2lFZL5FNXOJXXS2ceFvXgIpZe8N111+PAoqiYGF+ic3NEVccPMz58+d5yS23yOL3UhC1c8cyW8Mtbr/9dgTOgeXFJTyB4WCLvXv3SIVrPO+lpSV8CEzGE4KzhCTjrvuO8T3fvW8mH0HcaDReQZJmkSXjueHwtZz69OfYnXbYv3snN9x8I51Oj5/9H36W//P3/6Btj6hQrTRqi68HYrjfCKiJsTLGsDgfG0aEKCU8cygFxijRAIn3L00TaQLTEUkGH4I0WI6fubCw0L5fzj20n9Wf69Etcq45cpjHHn2sxcjX1zbYsWuZi6ur2FFJf3mBSb0PKkvam6NeW2f/0iIMtjjxiQ+Q6YRO0eOP/+FTLHYK3vex32RhT2jpf9AwYcKMoZ5Owe20ye1Ho9UTJ24L9Xhkc2yakyiEN68bNlGAuqrEmAJB1JYF5nGBcVmR5WmMHA0+KFKdUNez/VTle72LshU+6qx70XAaDkdkWjPa2sArRUcFTl04R6ZTxsGyU6fYnfPtPA+RfpimQsU0UZxMJJ8DwUd9ndpF1VMNylHkGTYRzSejNQ5PWZcYkwjdUglF1FkLOHbv2c2Jk+dRaUoefa4k/ngd817eSztBAlqnWA/aeUzqyZWm118gKQrW19YJrtEOip234v0SITTZrGqHnK9zePV1ffFtx9d9dQjhsyEEFUJ4cQjhlvjzwRDCagjh9SGEa+P/l+LrQwjhZ0MIV4cQbgoh3PONnFA9GhOco5OIt5mmOXVZY4mhmp9OZBHiEt0KrSX8N0a8h7YEH4WzDh9si7kmSUqapQQFXz72JGfOr/Dk0SdbIyETX9O6mjFZiVIMx0LxKquSxCSsr63j44SSQ7U/SimyLMO7mrn+InmW0+92SZTi6NFjpFlOv9dDJ6Krkec5q2ur4ANlOeb8+RWKIidLc4oip8gSytEAV1vyvEOv16PX79Pr9zh3foWVc+cFA1Ypw8GI0XjM1tZW/Nnk2LGnmJQjnjp6nHPnznLm9FlWLpzj+PGjfPgjH+Urp85w4qmTfObTn+bi6oqo/01qep0OF1ZWOHniBBdWVlhcWoYAn/70pwlx02kOpaRKLysykiTFO8ftt15DVdXt0CgFOuruoBTeNUVH8NrX3cn4yF4u7Fhi3Sle/4bv4KMf/yhHH3tcGl8HJRov3vO5j3wcFaSKuCpLnj7+VKvb3ZiRptNPnAzPfSiFa0jUbXJNPFZN/FFT08TsZ858l3yHIlgpRvE2sqfionzxi2/ilptv4Y47voVf+dV/S70x4PWvu5OEio4JLBQJK+fOkBFYmOvR63bROlD0OlRNMwo8TQ3r9st55sV9TSCK1lK3MJxcc/MTpq+QIiOj0YR2SaRpJgVSQRwKWZYqtq+Uz62dxXnhoDMjNNasTe8DeVHIZq2b/gPQLzr4cclyUXBd2qWyFXsXl1kOiheYLok2qE4WxzWWpHkXBcOke5TkZWQcpNm9afHturatM5alIomcGtN20cqyFLyI4AU8WZKitWZgYZRlWOXRPrTG0yhaRpvOE1DCzKm8I401JcpDmSXkeUo5qaisjXRcsWXOy3vaSvsmbxKvS+Ck/8YrVJMQwHqKWPAyHI3FM7aCiXnvMVEvRYQIJSFaV3V8LHJ2QwCtYiIFOlnOJuOI/yUy4UzC7l07SXXKgX37pNhIKRJF7MGJeDURewTo93pIkZPg0Tt37IjegLzHR30SALwXGlWSMBxtSbg7EY/zyJErqcoxtRWPxxhNXVUsLy4BgU7WpdhdMJ6MSJHSZY8wRJQCV1dUVYlRCaWr2LtvL8qBraSAaG6u32LoIGXn8wuLeBe49tprhL4WT3TvXsU1115NUylz5ZFDklgbbpEVKXVZs3vPHomQlGJ9YxVN4M7X3IEL0rTBxypeMQaacWxnaEyCsyPG46jRr3QbJqMEw3WaeD4Gk3RwKufwVUf4/Xf9H2xsbPCW7/kefv+d/7vQyLSwHFRQ3PGGb4t205MVGUeOXNXOo/bSZ6Kw2efkl9A+l0zlfVoj9Ex72dQaPDNROcsCgkAdabtPnTzRvlahWOj1ObeywnVXHuH9H3g/S7t3U1kZFx+caAc5Cxoyn4oRD4CXWoNg/EwStFWQ2X427R9+24OzYnSzr5jmI9R0zKLyJzH+8Z6W990IzQlkGCEJotaL0ngXMEksl2+hCdGOCcGTZzlVXeMiFTh4j2/1mkS1xytH2smxdc2Cg4WQo7Yqrn75S3ji3gdZ3dElN4k0qYmc8iRNCbHKeuwq+q3ctQMrSVEbPKEWWrWYDqnHyIymqssY2EnU7JwlMQlBCalW64BKxYHsZx6tAk5J0tkERRYx/NJp0kyokIkKuFBjTEFIHI98/EPc8rI7uHRhleuv3s/DQQoCdQC0p6qqaFcsGqnraPJeTRX4N3I874w73kt3nLpiXImmellbTGKoqrEIX+Gi8dbCcQ4JSmvKSSUKayEWDURjoLRhcXGelUsT8UpCAGVIlWF5cSniv1EyNnrps95f0ICTUunJeMzS0g6Ugqqs8ApWV1c5fMUhBsOttsIVaL2F1CSiGa8MzjuaIqqqrAQ2Uoo8SUXiIE2prRQ5aGVQJLHTlCcvTEyEQm1r0rygLkuKJJFqTA1JZNuU4zFZmuG89D4tioSqqqkqEc0qq5qN9XUOHTqEMYbxeMKnPvX3vP51r+Psma9gnePixUvkRcbe3bvZ2howmkzI0pStrQFb6xvs2rOL8WjMK1/1ClYvrUvyOhaEHTt2gqsOHsIrWWRNkU5jc/K8oKpLADp5itKikX3LLS+h2+nx2U9/jkcfeJBEG+676x7B0EMgUTAcj8VTUgrTwgoeaHrIxvJ1ZmGy5zi2UTO9GCAkDJYqU3AQcfxYg9BWY858zDO+RQdp/rBnzy6+cvJk+6pjx57C+MBTk5q7HnyAYC0rqyvML8xRjRX1ZIjJc8Z1Sa4TUpOIuBnP3KCetb1se377c5Ed9VyefOs5zshRxIvRECt8leSFVEJTzazjOOlY1CXrSYuUQKTp1taCCiRGWDSibx/Q2hKALE3jZiH6SVqbqcw0AdPtoNKUL49GLG5V7AmaB7/0EFmMur3zIimipRjJY7FWGs3EboukBupapA0EFk3RSUD5GuMVaZJQWWmcEtob6SPUA3VdkaS5yCooQ64renaDF+xZRlsLBLzI1mB1whaGTqfAVutYV+NUhiLDe4srFW/9H3+RghWu2n+JS2urUlipEtFqnyEwaCUc9yg4S5IYrLNtovVyj+edcdfeY4NH+wbrktBkYWGJS5fW2jAyTVImZYlWRvA+pcSwI9RDhaY312M0GKEVbcNiFY2v0YK1Pf7E42xsbPDKV76q9bh13BAMIWpfyBatFST9Hs7VQJNk8uyKLdJmDXvjmZrY3Z6Yw1NaiiKUMiSJEeqk99RVGTF6oWLhxTPwET9OMoO1Hq1di8mX45GE/zHkBSjLOuKOSWQniBaOrYUPLvK40C069PZ1sHWFrTUoz7d+62tw3rFv335CCBw8cJDGB15aWKJJqNnYeCFE4aa1tQ3ZGBPBqb3zHDp4CKubCeYZD0fRiAhOHFRocxygQCtefvsrePThR3nHT/535EXB23/y7fzpH/8JX/jiF0SYLUSvMLYeE5siBWQE0WBvlQZDo0/y7Dm2zQi2VE8989wU8msLmELY7qB/jSNJUpTR3P7yV3Lq5FdaD9apgNNw/tIl/tMfvZu/+Ks/px7XXH/jdbz7T97Dj/zab7B+9EluO7CX5bkFPvjRD7O0Ywcf+fCHGY0nLPTnOHrsGDfceAOba+vT8CI0Zx2ew8IrZoKKbdc/TRH5tqio+SzfvkYMc5omEcoIlGXVfohS0O312draivdS7muWpaAU5WQifPkASSLPG22iZyxzv5yU9Ps94cnnGUYbxqMhOsuYzzPMkuboxYu4UUV/Zw+jM5SRlpVZljEYDMjzjMQkaAwm9VArZoej6VcsDp/BoCk6HdwoYJ1FKR+bs4u8QjmekOeFVJR6h0bzwsN9Di+W1BuBOlb+Sr2AYegsdQgsdQMqRl1aeQIO7TWJ0qxu/gnnv1yxulpjuvsI5gDKeXzsmeCt5MtQiHxKk/ePjdVNG15e3vG8M+44LyXECMRi4oWtra5RO0uaJBHLk9AxTZJIh4ohTAgkWryBajxpMb66rtqJK4cM/A033iAJi8aDU9H/C07K7nUzSQKXNtZx1rFz1060UnS6HaFqqSmOKJ8Rvcbg0TqVEuVgKbIOtbX0ig51UFhbEjwkypDkhqoSOpkkWQAdROYVyZw3cIGoIYqUQuOhtktSKYIjcsw1F1cvsnPHDnq9HlujIZnOGQ4HpHkmDJs0lcUaaHnO4stNubst0yFurFOb6SKFLuK2Uavl/JkzrK5e4uprrkbFRpuTyZipIQotzq4V1LXn4IEDWDvmHT/303zvG19HGQLnN0d8xxvuZGF+DmMU1gbqqmZtYw2toKxKqrqmSNM2n6JCiBocIcJzPnrW243zc/pAMbFFg0HL3dz2kq8TCwDSDCV4+Lv3/x2KqFOkEE50cOJdAv2FHdxw6wv5yCc/wE/91M/wwNqQtcmYz/7H/4i3lizPpVFJgCJJKCcl+/ftY+3SmuQA4r2IbjbgcF7PpARmN7fpmU/hl+aXeM2ttZ+KfTW/WOsEjo8Fe7V1FHlKcIHRcBSxdqG2CpvNR2Es0353XU0wSY7W8TPjnM6LXDjhBOqqolYek6Zx/Sgmo5LFfXtFR4gpXJolCVprOp0irj8PiGPXzLEmiS9CXgLbhAidei8EjKnNkN4ESkv+a1KO6XS64gymhkOH93L2qeNcWqvRSlNXVjxurellCUuHNa/6vl0cffdTiOKnNCgR1qrn/kcPo4Eky6WXshctIqzF6EQKC40Sdl+T8guhvY11NWV5Xc7xvDPuRol4ka1LgvPSNDYmRWSnl8YTidHUtaMcT6IaZBTBarSllZaFERXbnG3oToIDB2RzSJKEunIxxIxZf2j1SRqMMwBLi4utIUMp8S60epY3p5k2LqhsHcvhNVUtTbvHtRWlPi1RiVeaqnKCpTsbjaSEfLJRhJYvKxM+6qhE7rDoYesp9QxFbaVBwPz8PFVdU29syHNakWZRWjR4qsYLa4yulwUVIo4q4XY09q0HGKKVbKylb73I2lr27dvHnt27cVa6UogBl3EI0e46V0cMW2GSwL/4pZ+NC8bx8MlTmDShKVifrF4Sz8ZZ8aSD0O2N1mSJQRj7IhOgUOCtbHKt59ZU4tLeme3HlBMPU1inSbo9V3ch1W5/8e9mUxBLgjGGwWiLVGmUCsJuCoHXvfZ1fObTn+E3fuO3uTQc8dF/vJtgPY8f/0u8NrziBdfyrW/9Ed797v+bPbsXsNbymtfeyd/+9V9TFAnXXXcj49GInbt2sbqyyste9hI+/6lNXvqyZS4d+1uMmuOzT1SMygvTkw3tP9se2m7gae9pU6bRGBUVROufOBYeub6qrDFpggoeEfpUYrAFpMfoJIpfBYwRZ6KsSrRuCp7iSlHCTnK20TaPzeKVkpaNWuQymi5MAUXtKowyIvnrIZiAt9JJrb1SrQTeQPJAedFlMB5SdAqqylGVE5HgUBCcRScSURgrmjOpEUxeI7ms4WADW9ZoVfDyV9zOFUeuZjgacHZlg7/79Be5/YcSNjfPUtuSQIeKKClgPcokkoDVGusqEp2hTYinGemYGomIid3aYp3NlF79jR3PO+Pe0IgSpTHNzuUFDwVFog3WeXxtJbFptODUocZohQ8qJjg9OpXCE22kVZ4WwBDnPCoVTrq1Ndo0QlozHl38bk2IsqWKja0BWZaRZxl5nlPbul38zvroRQemFMjYuZzGWwi4INV8tvZt8UKIglgtYwHhbSujWgVH0dKO4bdvip9iQizefAkrPc7L+xOTxIpZ14acSmvOnT3L4SuuoKwqnHf0+3288zx94gRXH7mGqpww2NxgPC4pbcnWxhYrFy5w000vptPJ6c/1OX9uhW6vS9EpeOyJRzl8+CpOnzrFvv37OHXqDFlqmJufF284BMqq2mYMfbynShsmpWXfnv2iqBimLf18rNRT0SgbJR6lCrIJ/c3f/g1v+q7vZK7T4d577uZlt91GCD7CA81tnPHRt1nwppwqPqWibOvM62Wz9e3Gf1lHkPd4H3jDG97IJz/2MUGdtIbS8ql/+AwHXv0yfuyVr+XP3/On3PbSl/LwYw/yxCOPc2if4rorDHt27+HH//nbWLu4ygc/9CHe9973orWmqioeeughgvc8efQoBPjyk08QQuD46cjFZ2uaSv0qIUagodDGRjLbLjsWLzVSvaF5fWT+BnCVI0kVVSUCXNZ5kkSYalVdkyWZOCfBx6K3SCXVOs5HS20teZoxqSo63SJ23NKkKqcoOmwNNlmYn2NSTlhaXsQ6Ry/vUdcVznsWevN0ul021jdIiyxuVAGcY2LXmc9SKXCMDpIyhvFkQKI0SqeUrhKdJyU1IyF6yHXtmOv1KcuJUDyDyDOooDl37iJ+OAA3h6s0tvTYSYWvK374rT+InWzw8FNfIrARzdZM7UAIqKj3pI1p20karSIqKdTNEKMfZy1GKayX5C0qyhd/A8fzzrhr7wU7RbzMpreoCqqFJtBE7yGTpKb3OG8hJNSlRSVyWRrEm1Wh5Qar4EkTRT0DREroTDvBm8Xc/CuOaqDf67VeXFmWbaTbhPwzrl/r1DonBRxONZxcL95ExNND8GgjG5JkyoU1QiwaCUF2cWKI6yMzR3SaQru5eEJk6siK1FoSXE0TYZHTBaxj7549VHUdX2cYj8cEH9i7dw+j0RagKHpdim6XEAJ7du8Rhk30KgbDEb2ujEVZTjh86Eq8d+zevaf9HO9sVLSTfIBzklBt4B2tTcQsA2VV8uSTR6l8zdLyMof3H+Sd7/w9fv4Xf4FqNG5ZKs0tEnah5oe//wdaT/xlt90W7+H2e9ceattfLfzSHP5Z+ixycxv9lWcdKnpWMxa0idZsLD9/+vjx1mkOKHQm1cjXdzpcWFvhyiNH+MLnv8hNt9zISaNY3bmHc709vPdd7xLQ0IXYISwQdGRtEaa6ADQBl0gn220wzLaTesapx9FRMwwZH9qxa3A3iWBl/l+8tBp7AkOeJjhqOr0uIK0gTWw9abTGOhcVGOXLhQ7sWylk5z15nqOUZnFxUToQpYYiK7B1TbfbjT1sE+Z6hjTPpO/paCJ1B0pR1jVrp87Qn59jPBixvLRIagybG6ukOqGc1BRa1p13LsqGhChbLLUyxKYyoRYja70TJp6Yc2xw0X4AwXPoioyTk4KNNcWHPvxJ3vDGO3n48YcYlp7RXXdJyz5vKUzKqPRcHKyTH1iAGGEEVIRoYoFl1HcKHmrv0KlUxtfWida9koi/UZO1l5PwmTmed8YdaCrlcWUNiQEbSDIR/cnSVPILWjPc2iLNC0IIbQk7RkkRQpynzovgkmTSFUFp6cGZNJeuJNyMeK0s2mbRBIihowNWLl5k186dMum1lgSIatZEDGmbSwihpe41mirOOrTSOBypkU3EWwguVqkqLY2cg2tPLQRiGbNcn1K6xQ7RYuSc86RKCSW0rqV4xDmCcBQl/I1FRlLNK9z/NEuxzrUYf54V1N4SGikEDcOtIfNzUuCVhBBLxyGkHlv71vtzdYPNCw3z3NnzFJ0uIUgkVpaTdoRk+4mmI/Lcb7jxBVy8eInOXJ9xOeFn3vEzVONRa9h1HA+RV54KGSi09JltgqboZzYyt036Q22jBjZIlGqLdaaPCiTzbErxsxfWjDjktiPPM7Is5d777mV5fl7knyNMFAh88P0fYmlxnnJcMtoacPzkcRGGevBx2LubHTt3sHbmAmNX8uKbXsyDDz4ICgabWywtLsZNaaoB1O5LzQk13vhXOe9nPTa7B6pGWTR6nApCUIwG49Zp8SpASMQ4aRlxV1vZwINE09JfOHZNMpL0TvRUo6b5jkk5wRihUJZVSWoysk7KUj7P2voaOskYlRM6eZe9+/dz8tRJlhYXqMYl11x3LetrawS8RBE5LC/soBycwVlLraVqOtGmhTrqWvooW2elejhSDJVWGKYa90FJ4ldF7xlteP97n0LnHTQVSS/jI5/7fLQdmsxoSm1JVCAr+tL0g9iW0DlRjkVFIkLA6QAmQn5+Rgai7cQV0EFNCRNhqjh7ucfzzri7KNqVatFPQSnyoqAOnizJBQdGPMKiU7RNjSNAKlzZWDYnTBeBc6ybtCqKTUMNGcW4oJnCG9IcGGIZZfPR7N65C22kCbRSonjnY6n2LC7WVKoKxUvCUI2SCkdRQ8AFpHGGivK70cPVWrcbi1E6NgHWbQk3IcTuTbF7S2xIYV30kgPUUcMjAYIy2NA05UhiNVw8LxvhDyQ0HVfjqTaJF25v3imY2KqV+A0+YJ1sgsFLkir41sxAgK3NLTqdTuSuSxmQGMupNVQzoZLSEuL35/q4KNmgYrMEjALXAAkBL9XdoOD8hRW0zkgThbee5eUFausp8ozRSDRosiIn0xL1PZdNax7SWgzMcDyg1+21NLSmuMZW/vLYCtEo1pXjNa/8Fh559CGaTUaLpaGbp7zkllt48uiTFFlKb77HNcVuPvnIQ1xYucTrvuWVnNXHsEXCvffdh1LQyQt27NgRJaIVxLENEXYUBpdHYdqAZJpz+DrHzEbQdEsSrZVGxsNTl5MoCBfanIm0dJT+q66BEeMcES17oRVqA/XESrvACM8EpagmJVmWxuSik6bSxlOer6jKkjRPSYxhY3OTxUPLbA02ARgOhnSKDpubm4Tg6RVdRsMhWhlW1zfJdSC1AZKIuWszbUyjFFtbmyRZF2UMvpK1qUIQ9k2akBhDHee1MgHwaGVYH1tcaXDBYr3w2ttuV4DGEILltTfkkb/uibGCOIxRp6pxCMUrD/G+KXBC6fWRr++Vjo5W3HT/Wy9i0lqaXE+qIVYFtHdYLy20VGKw1olOSjOJYrMHHRN/OhpE0Q6TRKywSwq8H6ITRa8oGFRlhH/aYF8GOO6OjXBW87jCszXcYm5ujjSRRFGRF4wnE9lwZqJaWVRxo/Aeo6RJgbdWCiKUii3JPMojrcKUNCzW0DYFFhxSDHpiTMzkK5JEEbxpNU1C86VNH1dF2whbhLQE25dWg7J5GSPdpyRxu50dInSx2Bcmco89YIyca2qkma8PIRZ4aYxpwkZFkRdMyhJb2pg0k0pAhUxjMSKxbp1AXZVMbC3PaPFk7r77Xj776c9w3XVX8+Y3v5lUzaDnwZMoWJhbkPniPb2FAkKgm0tv1W6ey6brHAHpsKPixroNZolRgI/sq163S7Mxy1eJQdpm2Bv6JM/YLxqvFwjOcfT4k0CIVynUvcR5XvSiFzEYjzh96jTzvT5XHbmKiVPccN2bqJYX2Owt8FTl+WcvvZlbbrmVU2dOcdutt/EHf/Aufvd//R0eeOBBjDZ85cRJLq6t8v0/8Ba+dP9DfOyDn2Z9cJamj24MGL/O8VzhR9j2HwSGo1E0kGCdjUl3KVxrktU6UZSTijRNcd5RVSVZljEcTkSBNX6fteLxG2NkrgeHs448F0NvIle+UxRY61joz7OxuUGnU7C8tEOqt8+e5+CB/ZESPSFJhRpdJAmTUUWhka5HEalOs4Syqqlqi0kLUOLFOzx5FhUa61L+b0gSoTHKgaBBJSmVS7A+4BFqqPRXiGOlorSB8ygDWZZIYpkEz5TTL/i7VBsToTEfQtQ8anSKRDYhSdNITPh69/HZx/POuAffMA6klNla4Wg75ymyrO1vaJ2Tprc6VpQF8VZdDLOTqCApu7bFugZnQ/RptDTzaEqYm58Qw/72MdXobmjm5uaBSK8LmslkIh61TtowtmWRxEMFA8a0UYSOUgVNW66AE/xNhOzwsaBC+LVNUZVEEDqRrSZRGWM7ieqXGqOlWKS2FSAFQ8RNrQlB0YL3KqR5d13byBKQcmsXs/IKFXXwtXRJCpbg5J44B857vKvaIjFh/ES8HwVKMylrSegmiUxMlBSzTIEEmr62QQWqWuQKiHQ1bRSvftWrePWrXoHywjk3kVuvCFEKINDrduSKXIhJJyU9dBtcM+Lskqh67vnWmLYpBC+PfC1O+1dBY7Y/aZo8gY41C4FcJaTW8vjDD1NiSbOcqq64+4t3CTPKg48FeiEo3v35f4g5Fs0Xv/B5QvD88i//qzZKJSaWv/TAg230qpuQQ1bT1zlZmNapzlxCyxCS++UVDCej9jOTNKGua7I8wdaW4JVEpLVEXMF5KitrzzovsMuMozLDuBUD56NMdAAdm1b0FvoELw3Q0zg/q7KitEO6Wc7ePXsYDAeESHfMOwXlaCROi5eiPxcL6GST6aGUJSsyqsrhgqeuLFma46wTkE8pnFha0WPXUi0agjhpy92MeigbdWOkZ+97QKGVOJxGB7ytMc7hTOxz62W+6xhxKx9bPsYc3zQailBhgHJSiaQ4Usn6C//zP+P3fudPvtYNbY9vjmPz/+PRTjOtqCclRmvKqgKtqaq6HVStNUWRo5QSKYH4Ro14uTYmEJ2zETvTrbccQmxeHULUIoleulItFCRMnNkG04HBYCgGIz6XpjlJkpOkGUmat8wWGqwcxKiqQJYkJCYhSTOxbT6IuFKWkaZpi09iZFPTJKLf4QVdds6K9xNkoYg4UsQ341pvlBC9U0BCmmSReihVvzqA17SJHIXIpPuOAAAgAElEQVRibq6/TSUxSw152uCDSAVdNBJBxT6OSm+LeIA25FVI1JEkCWVViSaJanx200Y3je4HQZGmhm6/x7nz53jkkUc4/tRxHrj/PrbW1ynHI1xdtXTMGA8RCHz8k59C1SIB/cEPfVhkWYNtveoWiv4mvJ5v5mhHJO4W+w4clDBcK9LFZS7YEdXyhC2/wu4r+izMBa7cvQjDS+zpKW66bj+vf/nN2LVzJPUab3j9HeJ3hu0ds+KO1ToI0Yd+hg2fySQ8C5uZjUhna7HjO2cHLLqno60Bs5x3HwLjoUgQ2IbWS4QejSZN4/yMRs1aj6tqqqqONQ4Cm3oPNkRtmhCZRi5QjieMJhMGgwFlWXFpfY2zK+c5d+o0KxdWsM5SVzVpnks0bQydoou3ga2ReOBKSdWr0oZyUmK0EUpn3LeCC5RVjfeeJNXCtAt+qkkT1wlB4KgsgSKRzscmOg9aqXYkQwjs37cLG1VOq4YMgcz+Ka066gQ1EHMQbRmPOJ4ioOajzoxg9io6PhfXL132fHzeee4KMbY+GgiltFS7IYnEthWditVvWYb3CbZyFEXR8ruV1ljr6HZ6jLaGlBOLihOx3+uzORm3Bkm+N8IxRK68nraqa8qw5/r9SG0UipdzDm209A01Aqr4JqyK2jTelSQkogOTZJGPLjct0QLViGfeOP0iLyoJWBkTrYQ22MDGOtEoK+fnrCU1slCMNlL2HQT2qH1AeYNWmVybhsxobHCx9V9gUk5amQKCNACm9eArdJKSaPGcfIjdZZSWCRxqwGC0j7IKjVOpCM4y1+8xKWVj7nR7wgZqjLpqtwVsHajLmqWlHezeuUtooIeuwKgQNTpkMc0abIXi2+58bbxj8J3f8UZ5Xs82KP9mju1G8TmZMl/n7SKEoJmM68hCAb+5AaMxP/KTP89wOKLf6/C5T3yKG1/0At7wph9k//4DrFw4x0NfOkZnaT8uOD728c9Id66IF7dfMeONNx7w9LkQHfampH77+U+hrWee9uwKaJ6OsVbwjCeTNgrIs4zRZESaJa1Rtl76BAQk/wHiCAjmrYXW13xqkGI0AZ6d1LNEY2mdpdfriSOCJy86OOeY784RugG9Y6dAbEqxZ+8+lJK2eEWRE5IEkyhGgySKiKn2Up0Xiy6rTdg2SZpLv9O4lkV6WlE7i0hUaXxcB1mRkCXQTcG5wDgICaHpsmW9Z+++fWhTY5SXnIHJJGEfGhab3Dxjora9iuOsZCMJWdJKDzQqnZJXk+by2nuhTl7m8bwz7kn0nht4II07rbXSbSkvCoEQTEIShcS8Fxy+jp1XlBZtEKM148lYBi+ObaITOp2CzWoSIRfY7slA22wjPidegGdjY4MdyzvwVoy6ipMsSVLq2pKkOVUZlUDid4papSbNMpSWplu1UyK2pUQ2ldihxiRJnLjgnbzPekuSZDL5oh6gc9FoGI2JFyYOhiPRCV6JrocPXjjh0UBpJSwZpST5ap0nTUwrUyB4v/D1PU0YLZubiv0sgw+4SK8UTXoRcBMfMJAY8QQr65iMK+m/STuUNMZDdik577Kc8OiXH+bgwb0Yk7Iwv0BVlyQRxoqIy/Qj2o8Lz/HYN3ZsN96XZ8i/msFvH1cwqSpGZ05JhKM8ynmKvODP/vjPeNvbfpSlpWVOHH+aex68n7n+ApNyzOGDR7j+uhsQ5FUsaQhKOiHNQC3PLKBqks7bDfPUwKtn7ADBP5t50dqeeB0NTbJ5sirHmIizTyYTXBRHk9xfwKSauvIkadL2cw1e1oCPCf4sS6hrK/z3SAwg0FYxB6Db7UquKEmQxtGehYVFiiLnwupFXHCkpoO1NYPhAOdFLmAwGsla8p4sK1BlJDw4h44178OxJet1sW4gCrJ5SqpEakAgR0i0YhIyTm+NONBX4ByVdeTRqCYJpEZTW1kje/Yd5Kprr+PgoSvJ8pT77/8ienQMnSUM1raYDztpvR5x97B1M6EVBIeKDW28DbF6t/HsBeYJBKiq6WZwmcfzz7gTSW5BMsVB2yiwb0jJ6HS7DLYGdPJcvMLInw7BRvxct2XkQtVKsCEWVAAo2NhYn3qBqvVxnhW/ilGf3peF+UWsd2idCJThiYqP0latrsp2Y2hD9GjkJfFSCVTigzT5sI5gFArBJ7XKCF4SlSEILSR4UYtrpIzrusZaodt557DBkiRJpNl5SjuRsvW6pii6OGuFYpYIHFRVJQFPt9tnsjmgrkqsE6+5riuyvGA0HtDr9FshpxC7ObkQGA+G0kc2asuEGQMblODL3lkJv7GYJCN4SJtu8nF0TGzYgFYkWco1115Hp9PBuipGEbTJzIaNvd0ghYhxmojbNnIGMTKiQYy/+jFrpL+mh/4cuHVorFF87+z7ZfP0nDl7liv270M7iUQvXLjAW77nNWyORtx1133s3LuftDePxvLm7/4urFcszi/wq7/6a/zmr/8aZZB2cF6rKTQeW+s1czfEcZpeqIKYP4mj9gxYKrQY77ZritcoeZNnbpqaSVnS7/ZkbJWIbuVZwWg8kujVWbQRZ4sAk0lJJxdOenAWtGYyKdv5lJkMj2ggeSeiXgJXijNVl44kS6msY3Nzg/EkwyQZW4MtbOXwocIFRb/XxwfPYGvAwnxf5oIGnEguuwDaKGqveGSlIpvvcVW3R3AjVC35HakeFzjGuZTHnlxjbvc+nrx4giPLfVREclSQoqY0UaQBPJpzZ05x+sxZrPocBw7s5eSJE+y6sU9XJ+RZhlPCzZN7EBVrY37NGB3ZazEkT6NeUoRpCAqVKuoqkGSKYN2zNuWvdTyvMPdfvfXF0iwjenU6M6RJKsnC2mGMZjwaobRiMhnjbC1a7S7I5PCqTe45K53UlQLtQnul3nvm+nMyiUPEKvUsTMA0hGr8+oirrW9siKfiPWnkyQekSMNoEytdZ1kVRLqajz0pE5req8FZtImcmrhIfShjAYx4e0E1VZxNFawkOrVWIvjlHEmSUdcO52qctcJxtxLGV2WJtVa8eesIXpKceVbgnaMoMjqdDvPzCwItoSIPOGcyGUu0VFXUdfy/qjCJaRuaBJ65GcZr1ppOt6DX6chGpiDLpA9lA4D52IVEeREzS5R4dc4JXtl0qgcITR4kbI+zpEjNRe3rCH8QNVIUX3MhXI5hf67HW4951rA3nhZNRaL0Hf2xt75VNqnoPu/ctZvXf/vr+KP/64942atewaR2uHKMcp5jx5/mL//zX/CCG6/nAx94P9/7lu9nsDXkt37zt1DWk6Bjbmgmv9HkhlpIJf4bpQJiGql9D6qNTWk2y2ZuiyOy7U4yhc/CTAJRPPf19QErF1YZj2u2NsfUpWcyslQTRzm22DqwNZiwtTUiLfoMBhM2N4ZcXFnn3Nk1vnJyhRMnVzj+9Dme/soFjj91hpMnVzh29CucOHmW40+f5sTxM1y8sIExRcynOHKTgvKYJKfIOozGY5SH+fk5vPOMJyWT2mK9CIJZD0PV5csXHQOfsb4+5oHTQ1YmOVYZRqWldo4ywBMrWzx4esiwTjl76jyntwo+d6JCJR3qWmCnxAhMmGgp3lIqIIqnirPnLvDCG2/AhUDlpMjSaIMProU1fWymg/dRnjvEH2FrOS9kBFzgxLFVPvWJ+zl96iJ33P5tLC/swn8D8jLPK8+9yAvhcnpPlqWEoSV0UoajETpNCN4yt7Ak4ZjzsZGueIMNK8NaS6fboaot1lYkSY5KtRQLzSRBmgINeA7vbobqNn1IsXPHsnjbSoSTjDbiVetGoGq6GTTej3eONMqb+qgf2++LJryvLZOqhAD9fp/aVoRQkacZVezU5FQgTTIm4zEmiW3CIr/WWctwsEV/bp40VdS16FunScba+noMcR1ZXoB3OOcZDIecOXOafn+BAwf3y/X4Gq0T1jfWWFxc4vTp0xw4cIBz585zxRVXkGUpg8GAupQE94WLq+zbt5/xaMzWQDjtRuvWoDrvo8xD4zsH0kTEnQxClJHfFBiEJplo6mpClhqsrTBEuYTYbUqqcMVzmr1nbfT1LEPehFzPPtrEVvt8eMZGNfXKv9b7CY3X7me8e/mcNNX8/d9/qi2+8tE5+Xe//e9RJuFP/vA/cWptnaXMSXPni5fodfr84r/8V4zrCYX3vP61r+YdP/dTLM7votvpsbG1wXA8ot/r4eqaNC3odHNGo6HsbTMC/k3l6uw8bvTFVHxBiO9pHmv/nlZFEW+q6KvEbmLrlzZAmajX1FD3mg04tDr0DW6/uTkEhJ0mmkA5nkDSnGuEgbwFlGcyFsx5XFeMhzVbawNecMNhlpcXKQtHXdd0e31GgwF5kWFtjStjfUyecWj5MJtPrJIrzdqw5uiZVSqnCEQBNzS6v8SgXCd1XpwaBzYt8BE70EEa6GR5xoWRZW8f6fmrwJhA4qWoz8Zx7M7PM6wdT585w3VXp1CBHU3Ea49SIQ2+3kZaShG80IW9s9TWYEvP6RNnObD/MCeePsdrvu3lWFfxp3/2//Ddb/ouTp05/dUn5jOO55Vxd9GwK2MknIoVl1mWUVYV1lv0YChYfJYJ97tlfmhqJ5Ovtla8RB3V7JyXAoIgdYqr65fwGBotrmcdcfCb0pmIRLK1uUW335NHnMekBjOrsaxivNW4sA0WaW0L7yilGI9HEpp5EQsKKLYmA7QXZsWkKlEq8oGVpqpKdKIi3u5wLkQsFzqdLs7W4KNRBZwb0+kU0swAwbSFuw6dIufIkauFZVSJ1GmTwF1YWMB7x959e7E2sGvnbibjCePxGJC2aSEoduxYpqomaANLi/O4WEBFHCkdE7wNcwilMIVw5b1CIDcERlF4jA6MxmMAbFXFofNohB2jw5Ql08Jp7Zh/Fe/8MrxxpRTD0YhOp8PGxibzC/OoZ1j1Z3FQZg07gdooKl+Re+FmN1LE1nm63R7j0bDVavEedu7dRb6+Ti/vwuIyVVmxGCa85o47WVk5z2g0pnSejZXzfOofPs+tt97GhfNrlJVlc2uTLJeoqigKNEGE39prmuJHjbZRUFND3Xr3DctGB3wsbccr2kbo0xFqPw8atc0oIeFFO70x6BBL9Zl5i/Oz4TDOeqkADXKGzboiEAXymImCmogjUFnH6tom5y5eYHlpGWOEgtnUoSwsLAKBTrfP2qUVSutQaYoNARc8RickhHZ9oODc+Yss5bCcaXRs+BEcmFS3xjdLM0IIrE4cu3qpRNJKWG1Ge5IAiQwFC4d385IX3YwarWOPfx7chCxPUUHklIkOigqgkgYqCxBkXQSlCV5RlbK5feELd5OoBDzs2bmPg3uv5MH7HuCaa68H/v455/Yzj8uGZZRSRil1v1Lq/fHvq5RSX1RKPamU+gulhJKhlMrj30fj81de7ncEPMFA5R3DiSXLCjFeTkrlF+YXcMGRpAnW1gxHYhC0jsJgLRXQxaa2QSoNUXESi6kej0R+tuG9z4bYwLbkFSE22vWebrcjGJmPVXe2jtTIZnKqNhqQsFfUKrWSZsANFivUQvFKpUdsEL5uXIBaKbIko6lKE7zPTBds7MsE0jcyK1I2NgcCYWnRazeJcOnl84VnnyZJC1WlqSFJVGykIZ6vrazo9VQldT0hzQzDkWhlZ2lGnhdkac7Tx58iSUUo6sEHH2Jurh+vWK6h1+swHAynhlhBv+iJRG0T6kcorIEsgBhVTSfl9I41fz9rUn6VifQ13O5tLwvoRGR4FxbnaPUEm/8UXLy4Mv171iPV0hDmiScf4z//1V9TurrdekIImCxhYXl5Zi5Az6SsnlvhVa+6g+/4J9/JC5d2MTn/JCbdZDA6ym2v2Ecngycfe4zVtXW6832eOn6SwWhIWY9ZXl6i3++S5zleaeoQsN4StCJogeU1OvY4aGin0ZDHcddKNQAPGkXSjKGehWq2DbI8bWJhVJtAagyzQ+oIPCgnc9Nb8UhjvUGI9yQgsg5pmsl7gjSucd7GdnJ1rHaWby3yXN7vYffOPXTzgqIjbfmMSRiNxiitWVtfY/3SFufPnUGphK3BhBMbY4JKcMEIVRrVyueMx2Mqa1krHYPaY5WicgE8OBvvog64umL3rp1slPDImTE21oioOB5pYjBKkWl4zU038cCJo6heh3JcShLci5zBbJGFJ+DtVDNKRAU9vlb842cf4Et3H2Xt0hCdFKRFhwfv+zJHnzjJA/c9xLFjT3P6xPnLmtvwjWHuPw88NvP37wC/F0K4FlgDfiI+/hPAWgjhGuD34usu66h9EKwMaStmjCZJBPrAQ1VVFHmB9wHrGyqRFDTVtsZa8R6lcEnYHsJblYnYdF+/7vrrZTF4F0v2fav5EJhO3KndD2Bom3E07fykMDVaqPgdqgFd46YghUGeYG1sCRdiqCzhq4ufo1tjJx6tKE6GaSBA3FQiTZHo3ThrqSYVc/0u1lZ4X0sIXQtHxVobK3gVk0kZO88EqqqWKMBawfysI0kNzpYkJhUGUFXR7XQYjUdMqpKyHFOVI6686gh1Lcp+N95wIxdWLzJdxoHhcESv36PB15X3zPfmt+G7zXWIMZGag6muhkzMZzOwL+P4Bgw7WklDZG340gMPyrc1u3OAu++7hx07ds28qfkvSDSl4YYj1/Njb/khCp0IFBcE+huuD1m9cG5aMh7Apwk6TfjAh97P6TNnefL0U9S+4OxXSv7xs0/xu7/957zvgx9lfWudzfU11tc30RhWVlY4d/actKYLmjzLOXlpje976w9Ses+JccWxyvPSW1+Nc4rRaIK1jvX1NS6trfOiG2/k1ltvZWtjk7e//Sf5sbe9jaqqOXt2hVtvexnXHnlBi9G3LI5tY6XRKm1XhY+Vz71ej2uvvZarjhzhqmuOsDC3QKdT4FzFeDISB6aBXhD4yhjVavsrpVA6IOUkUYdGNeX2YoSXlhcIBJ5++iS7du4meBiOxpSVlXk5HrNy7gIbW2t466krTyfN2HPwWtyuAyzs3snunQsoX5JQE+yIRFUs9nPmiwzyLqrTJ+/PccW+Jfbt6LJ3R8GepQ77d/UwfpP9yx2Wd8yxEQxDDD7NUFnC3I55XBKog+UjH/kgm1+8l9WHHmer1qzWjqfOnOXS+pCNjXXOnPkKqxcvYBQsLs7TFjwGqGq4/94n8FWjjxJYWl7EJIbBYMSDDz7G2Ytr/NMf/3Feeccdl70U1OXweJVSB4E/Bn4L+JfAm4ALwN4QglVKvRL4tRDCG5VSH4m/f0EplQDngF3ha3yRihnMf/vyWwiIB+KzDndVm20pu0kzQvBUTXsrJXxaoSRKd/bKOhKtcY33lCRUzjLaGJEWOWWtyNKUd/7eO7FagTGxmkxoh+L5S9GN4Oi0OqchTM29iG/FiT/zb7yW+IR48jpCE96LVgwRk061FFqJlyBhmWFGliCWzDd5hOZ3KdByEAJJlpEoUa/zzqNiVSpBGiBMJmXUoxFWz/0P3M/Lb3sZKBFxGk9KvIeik1FVoq5Z1TV53mFjfYO6HLO6dgljEhYWlgjesbE54MSJ4+zbtw/nHC+++WYe+NKXuOqqK+XeWcekLLnnnrt41e2vprY1VV1yxZVX8cNv/VFcbaWcyRiUUeg05b3v+y+sb61FLz/KokaWgfxM04DwTRj8mWOW2bI52mKuN48KjidPnuTaK65sYRj510EDNUTnoGEl1XXJmXMX6XU7LC8txtJ88eoqH/iF/+nfcNPNL+KxRx6RDdTVhMqynHRYqQYEAolRGJPirOjUl16Sc2mSUI1rSfTHAibvxRlQXiSdlUKgxqZvL9LVSgd5PhbIxtMPAp0EwcZnZX4kKpRIshmbZ+ckNKdPnyZNTAxmI5VSNUlvgXYa3sIUzhSntW1eo3SEUqfrpMmFi0/kYt4gCsrFpvZapxgNL3rxdXQ6RqSoywqUZ2FujrWNdbxzdHt9Hn34MXYt90iUqECmCpJUEbz0f1Baxf4H0UGKSqoxvY8Lts2fKSWc98pZ1lfXOb9S85pX38Qb3/hG5pYX6PQ7/Nl73sOlS2sYVaATTZJqQuWktsY70a8JFqUVh646KLZDK4JSUTUVHrr/GN6JMqWO1JzaOfr9LqlJGY1GZJ2CV77qdp488SSf/fDnZqf0vSGE255rrl8u5v5O4JeBufj3DmA9hBDLbDgFHIi/HwC+EieHVUptxNdfvJwvahph+BAwCpaWljl1+hSoiqCkcGlp5zJap2xtbbaNOJSOomOptPfSSgooOmnOiFEUvpKJe+9d/8gtt7+CJ+67l3zHMocOHKLX78UmAxCiFotScM/d93LrrbcSCNIFqq5bqp2aMdwNpu29m5YQK1lBQgyRMJ4I0zSCQo11F1Vi4XTrRj3Py05utGDxKkoEG2IY7gOlt7IgouEhwk9lWcmYBAs+YGvLDTfewGg8EThCqVZPZXNQt9GAQlOWE4oiJ80S5hbnqUqBdHzw9Bf6HDhwQK4veDbXNzh86JBcSwypsyzl9ttfIdFVNJd5lslvWpJzSSZCXU1Fqw8NBh8x4MC2BOH/F8cz/Yv5bp9mB7/m0OEWdomvnjHs04fkznlSk3P4wP4YVouhU/E7TIA0S5nrz0f2lEQnOk25RMXP/ffv4K/f+zfU9YTXf/t3oELgL97zHr7z29/AC296Ef/hd/83fuPXf5VHHn6U973vv1CWJcs7dzA/P8e5U6d529v+OZ947BGuvPYINy/u5M8feIA1a3jxoUPoY8e570t3sX5pldfceQcvueWlvPNd7+It3/O97Nu7l499/GPccvNLOHjwIL/5W7/Fv/5f/jWf+OQnePjRB2lkBxrafJMnko1IkvitUxPHQtAeGTTTwvlqett0NP1xqjewpBj/mURj48nH6DXEsnwpsK7xJNRVyVy/RyfTFElKZUcYRuzd2YEAaVHwmle/CB2sRMMBjFHM9eaYlCXnzq9Irk1JJex4NJQamSSVqEgZaltR1iXDgeRi0iwjz+fY39/B/is1A+t5z3vfh9HSIgatCaGDVWA8uEl0CLo9Cq8xmWY4GJBlkoA2naQN9J33PHDfw2jfgxAwfWlwcnD/IY4++mWGWyPm5vukRc7m1iYf/djH+MEf+r5nGvevenxdz10p9U+A7wohvEMpdSfwS8DbgS9E6AWl1BXAB0MINymlHgHeGEI4FZ87Brw8hLD6jM/9aeCn45+3Avzq7S8RiICA6s3xuY2LUnEYxcTm5ucYDId478k6HcaTiegex2tI4k2qatGR8Uo83cHGiCRLcV5hkoxf+eVfZueBfXhjUIkhDaaV3A0hepWEqN3SQCDTRrsimiTQArrRUdet19K4RU1EIbi7jiqJKhr3OIm9n+LeNOGraMI4F2JXnCAbQPQ2tA8UnS7DkfRtddbS7XaxlcU7T94p+PKXn+C6669lc3OTTqeg0ylIkpxLl1axtWV+foHzKxepqwlHnzrGdddeB96TJCknTp5kYWEepWBhYZHFxUVGozFbwwHVZMzu3fs4eeIEi0uLPP7441xxxUGWlpYIeJwVRs7dd9/Nna+9s6VQXn3dtfzAD/0ILri4UYqxV0nCX/3t37C+dUnGC6Zee8TfzTPQ92/W3D+Tj77tuZnoiyZKC9tf4SPWPKUFEuerGJLGMDkPv/Rvfh3ragwa5ypE68ehPQRl2bFjF5tbAy5dWqfb6aFsDYkmzRMmwwFaZaytrtFf7MVCsdY64trG1VKFKSywgAq6cZXF6SBE+YLpwPkovmMgdjmLG2mrtiow5hRMAYLiwoWLbbWld80sb1hK041ZxqfB9+XzVKyGpkmRK8iSXPSNiCX6M8yl9oSbjUPJOkozjQpVLPgz5LmRmvBgKbIc0zgjozFJ3omJURUlDWJ9rNIYafcm8y8SGvCRNRRElzFLc2zsihaUKLcOtjbZvWcn5y9c5MoDBxmOJyRZwqlTpyjyXDYNH8izhEnlKDodCEI/NjrQm++SFXFzAXCepx4/y9aglHHIpNI18WCsUI07c12CD5g0YTAY8tJbbuT97/3w7MT8r/LcXw28WSn1XUABzCOe/KJSKone+0HgTHz9KeAK4FSEZRaAZwkihBD+EPhDmMIyDd5sgqKsq9hqypNnXZSrGQ4HeC+67kHLDfKpJvGaoAPOOSaTkizL6Xb7DIYDkdoVSFfK572n6PUhMbz73/0HfvRfvAPyDuujETt37mI0HtLv9kljwqyhkoVmrTceOKJDgQ0tDh/alntSkaeCkwIFlCSCjYldeppQVT7UaEPdNN2O0FDdsAGcJB+DE6pnCAFlEoaTYRuuN6wPHRk2dlRx4OB+hsMBKFG/K6sSjXSwT7OU4WhAt5uj+11esjBHaiJd0zte+MLrmS5VKCelGPr5PszP4Zxl/4EDhOC55eabaXDYBhLqdAru+JZvwcYop2nI0RhEhZE+krZEac0999zLkesOi0RqWyegmoi/+Wvb/zzH31/LTfm6TgwzVZ9fpbH29BtD+5vop/g4P5QIaCnP0vwiVjk21tfBS1m+SAOIENWFSxfw1tDpzmOrISZReD/BjjMJ2bEUc4XMqzA9p4D6f6l702jLrqu+97fW2s1p7rlN3eobVamrkmRblmQJxzaxPTB9k4YHDiMNhgwSPhHCawIERiAkIzBISMjISxiPBy8vCfAwsWljbEMQbhI3km31KqmqJJWqv3Xrtqffe6+13oe51j773ipL4r1kDGXXqHvuPWefvffq5przP+f8z7poRySqihZbLSCVb3Sdr7sSqCPEoqgFAhRIbUlqIg+KnKnRGK+kKLXzkpQU9pdoMSo8c52c+fk2+5cXeO75Fzlx+35cZVnaM8+evXtwVvOJT3yWbneJXqfL1nYhUE5wdUS66Xo0ax+YtNs7QBl0kuKoKKyi11uklWfMzbXx3rG53Wf1+gZ33rmH62srjKdT7rrrLpx1rKxcE7jVwd69y+gkod1t8+r585RlQbvVAQVz7R4oS7c7x3g8IM9z+tvbqNQwGI6Zm+uwvnfOcXEAACAASURBVL0FwKScsrx3L0obqrIAQkBEJrKgLJ2EQ2eGyhektGpZpFBsDobkicFVisW9+7Hjgu21Nd729gd48eyLtNvtOspn7/IyF65cfc153Dxe16Hqvf9x7/1R7/0J4HuAR733fw2Jx/mucNqHgN8Lv/9++Jvw+aOvhbfvulfAVhWF1ujU0O31GI+Fka6YTrBVRa83j60sWZ7gKkdF5BT3oVILDIcD2u0WnbxdUw8IeZji0T/9E8qq4of/wU/SW1pE5znL+/djjGFxfpG81cYns/IOQhMrP6QsnmDYxiSk2czMim2YYZaSTt1uteh0u2TtnLmFHnknYzKd1IRhzlva7TZJmtY4/Mr169iqYjKdcvnSFbK8xfWV6xilGA+HnH/lPF/5ypMo5UnzjDzPOHPmDK1WxsuvXGA0nvDFLzxOZjI++pHf4ZWXXyVLM/7wY3/IyrUVkiTl3LlztFs5ly5d5qWXXyLPs0BHDBcvXuCVV14hzzIGoxHnXz1PlrWZFFOyVs758y/zpccfY643z4d/68OkacpgMMQjpcouXbpUCxWJWpLq7VE7d7ZCm5Q8zVi5fAVvIzfNbFHLjh9/xEUexlIrLl64xGg8obSWmNsRU7SbE+4N+lgbX7jV3Nz5t1KAdvzIRwb84G+M+Fu/ZfnQh6f84IenQh1gHAf27Y9SlJPf+H4GbsB3/e0HOPr2MV/7/lO8456UBXeRv/GNt/G3Pvgu/sIH3oatJgSVdWd93h27msyxuqojERpxN21iO/pCpOPsPf8a1swOp5ITOE01iPFmTxI2IIdTnspOGU83ePjB27j/noO8553H+dqvuYNv/8ZH2Dfv+Ac/9jf4K9/5AH/nh97LT/zod3D0QEo386RmBu/EpzaxuLYH753kcQTN3yQZyiSMpyXD8ZjVtU3mlpYwWYv9Bw8xKgo6c/Ps3X+Qjc0ttoZ9WvM90m6XtNOhP5mwPRpxdfU6WafN/NIesnYLnadMfMnEWgbDEaOy5Mq1FQ7fdoIH3vEIaavDuKhYXdtkqz9ka3PA2Zde5dKlK1xZWePSletcvLbKq1evc3lllUvXr3PwtmNsDWWTwCORfShwmkRpvuv97wel2N7c5Ni9t9OZ63H50mWyLBd4NVhHRTFmOiluOWVvdbwhh2p9coBlvPffrpS6A/hNYA/wBPDXvfdTpVQL+A/Ag4jG/j3e+5df57oe4Ke+5gFAONhXs5RzxQSTZ4zGE4wRHDlJEpyCKiQHeVTNxqiVYlpWNbdMlrWYTKYMRlO0TvBIAtC3fNM38/5v++YQFqjQOkErjdHB/K8dq0CtnSi2tjeZ7y3grYRjzrIVg5HaCCOLlqYJxR68k8lqvcUoCd00amcJtyzLqKpKHKMQyMdUTcBEKDYcMzWl2g01oX8UpPJIwcEX6BBsVWKSlFj1xRLK/9lZSnMNNbiZmR0Jlwh+AnyQEUHTEwzVCS1wKHDgwvt4IV0qy4Ijtx3n+37gByT7zkuRbmUUSdZiz/ICP/nTP4FJhGbY6MC8pwwmQAuSMb9Tb5f2UXPn7KyqRFOqzYbpNfT7Oj6qsVnX73t2bNrBNOMf/N42zsHYwcbWJjmeX/hrR/mxf/iP5JtVJeY9mkF/nYPzC+T+CuSHuLB0CDuacujAfhKtuW+uxWQ0YTKR5LBzZ8/WTtzmc8Vyd7NnFv/EblpjRdAQ1Q5JXUMtNNobrxU3Dddos0axtT2gqiqskyQirMCORidU1RStYK6b0+0YlhZyluZT9i932LvUpddrS9ETB1v9iudOX+T6yhbtublAy6G5eG2LSWnCE/nZswW4Ms/bFEVJ3kql1oCCaVGQ5jnLywvgFVmeoJKEEodyjnI65Y477iDLMlauraCN4dDRw2xvbbNy9Srr62scPHCQcy+9xIPveJDRYESWZ9xzzz1cXrnKZx79DInWmCTh8LEjdDsdet0OSZLQ67QpQlnBMiilWZYx3h5IgZg8p6wKRoMBly5dZr6T0u2lQZ0Wq8t7zXNPvsRd+49yZuUqdz/yFq6evcBkMBYaD6SubJKmTKdToTgpSy6+9GpzmP9/O1TDpPafAj4Vfn8Z+JpbnDMBvvvPct14KELVczSD8RiHJSUTTu/EBBPFkmhTF9ytrCNLE4bDEWkuseEukBopJUlN4aJiripPt5OL6et9zSIoesMsrT5OfRUy0DywuLQsyRNGo00KeCHxUpHcP6yTmeVOmmZMi6k4RFUscisJIRL6JVEz07Ek7+SZVIl3TszIyWjC7XfeQavdpaoKqqIia6VcX12tydE67S7zC102N/s8/vhj3H//2+nN9Xj+hRdYXFxAKTiwfx/Ou5pPWhEdqju1Q+cJxQqapFNR2JkdyUrRlPduZuiXVUG73WIyGQcuGYV1KrDWy8WUUuhQ/CJLE5SX62ofvBbxxgGmq294C7A9psRHeo6d8vvPqrLf6iu+3shmH/ugUDp++i/0aoHomcMB1juGoymnTt7JpVfPi2btKlJlePb0GeYXF2il68zdGNKa63LHgb2kyrB6dYNjR+7kk1/83RA5IgqLZPrO7q6ip7PRJdb62m8Tz63Hb/emV7frq/WPqtsYQ0NbrTaDQV++GT9ykGSGQERKVTkcLZzKKJ1hMKyY70lkl2SFWzKtyIxhz/Iig4lnazCVmWFCoL4TC6QmPUPGeDIRi6YqLYP+BredOM7he44yt9Bj0N/m+IkTkGhUltBqdfjy41+kN99ja7tPWRbcf//9rFxfIW21uWthL4cPHsb7iul4zO13nMBWjoX5eVpJxvrqKvNpm7tPnGBSjBmNJ1SjCefPX5AYdR0UC63qwig+auMBDImFwPM0pyhL1oB3vfstbI02UCHYAxSV85xbvYZyllefPks5meKV1HZNdULpquDrUVRVKWyab/B4U2WoyqYmwqe0lla3Rd5qMZ1Oa0HeaXcYjMeiOQfhZgsR4sV4wsLiEoPhiFY7w1lx3Lmqj0oCHSnw+GNf5uH3f51wlgBiBt8sOUTAzbTa+n7OU0wnQvMbBPEObHgW2sx0UiL1EyUSRWkdKh95nAXnK7zz5K0cCIVElCQg7Vnej1soKKai/Xqnccphx45ed0FigpVgkf2+9Mm73/1uiYTBc/LkXSJQg08gluvzOqzOgHEWRYHCoIyh7hI/W8Rxse8o8xUkaWISKi8UqR4wSRIcZQKk+iDgXU1FINi2rYQYynuYFGOhiTU+BLer3bfZKdu9yBwd/R6+8XlDus/22NcX8lFbvNXm0FCc67/FggokcVHYKsmmdd7Taee1ZSZzwlNMS/71v/nXfOITf8h3/uXv5J//3D/lm779Wzl6221sb29x8MBh/t2v/Ida6HpmiXi1n7SxEdetDIrOTmH9Gq33t3o/+o52ny0O47m5NsNBX0awsVkURcnS0hIbG+vo1DAcjRn0tyRSqxjx0P0n6dw3RyvNKJmyur7JtHBYq9nYkMxbpxTvef97wadcvXaN555+GiJNtatFPCAF5DvdLuvrG6ytraKNJAiefuZZiqrC4bj/bW/j3Q8/zO/+zu8I3QWOjzz7HDoxLMz1GI3GWOvJMk2eZjWbbFmUJEkSQo+NMKY6R2IStvtTlpb2MRoMQXkm06n4PgKRmrVB6AcCw1iKc2wneC8RZKWLpIgCuVVekx88xNorF3jkne/khSe/EvjnFUYJV5WzLtB5a4kK/DMgLW8y4a5CVAkY5SXGNNRJrKwMwLQsaHVaFJOC0hUoE3jXlUIZw3A0kpjgssRrjZtOUSGMS2ASmGxui8kDwbM/mzy1tq6iKApk+tYxnhS0Wm3wUgpMm4SiKkPmpd6x+ESz9ThCpSY0axvr6BBquLW5xVxvjqIsOHrkKIkxbKxv8corL/HQO97Bb330o3zwu7+LixdXWF5eptNq8dGP/hYf/OAHOfPiWRYWl1hbu8Hy8hJHjx7n7NkzdLtdjh45wsf+4A84euwo73zXu1lZuczK6gpZknFg/2GMSbi+ssrefcvkeYvHH3uM48ePc/jIYZ544kmKsuS+++7jmWee5oEH3s6ZM2e599572NzcwnlPt9NB6yQwVUqlGIGoXEMISv6j9xINoTyS2Rh7xutakIi+H5g8GzjyDsy3th52MsBU3jaiVOTkW1HZfrVC1vHwu4Rd040XnZOxXVAjdfEORPhgdg1Fq51z4cIFTHTAK+gtLvKP/8k/YTjc5k8/9Slaac4v//Iv0+v2GBZjRqMJvXbO5tYGR47dForVKBwqVCBTeB37SM2etO6A3Q3VeHZhNRHm2YXhg8zzHfZJQ5Dk2ax+cVOj9zi2trYxxjAZT/HesXd5kb/+N76H4WibTrfD5Vcv8PhnngTtmI7G9Lf7KGNopTn79y3jvWf92it00pLjvQFH/9win/xCv74HxOBJFzLNXSP8OUYKOTIt9BgvPPMMZ555NsxICalMlUY7w/bmpoR6lg7rUrZH01AEB3EYl6JRKzTFVHikKitrfH1tVXpVmaAsqRBdpGdh0EpCmbX1Ei2V5HjlmRYFn/+vn+f+B+9BadGcVGkZFVM684s89+RTUvw9dL/DUkwtOjHC1xP55v8sMPqf5eT/XkfE3H/2nQ9LWJnSXDKOZ/qbtDodrLMMRiM63R6Xr11lUsHJO+9gPO7jUWR5JkyQVkiyBoNhrVW3ul1Wrt4QYYNGJxm9POcn/unPkhpxvmZJFmJqdf0qCm/QNIPG2ul0GA6HxLqicoj2LPj8LrM4hEgqDd7pgGOLuS2FNcRB5L0jAfEVqFByLEImEfP2ci1jBN7wnjpKR+rHChDug1ZgrTBRKoOUnovPpsSErKqKNEnlSa3Ha8Hvo+YQtXYbKJUJWmQkyvJeBdPSSyGGUDnGNTJzq7LAWktZlBy//XY+9APfj6sc1ns6nTm88uSdNnPdLn//J/834QtKU8HctSJB1Xj77lDImQIrcFf0E8wE0+ysW2uks6POTK43ZomzrrQIDee1QIPoGVrRVPEDbBP7p/SOn/vFX+L61cshpLUIfEUe6y2UCCxYVRgUFqiMYrB+A6003VYblSi2NreElC0EAqB8KEMpc805W9+7fgY3g7J2GiAxz+NW+1zTQomYe8zAlg8OHjjECy+cxlvLtChC/84olyMPedTs83bCcDjgez/0V/nYH3xSSi96cZzumW8z323zyqVL3HH8BOPRkDzTdNOKpfkJWid8/IuT0Mcz1v4ZhQIo5UhSU2v2PtzbaHjLW+5k0N9mZe0GvY44Mffu3cdoJNb2aNQXv0Z/CNrjXYovFZWXrPY6OELNNvMkVRSTESZJ8d6gvWjqvrnpK5DawCDrWjSLBx65H69KvC0xJlStch7ncl587jwezWQ0wiSm1hqSNGU6mZJmadjHtZT8c5aVK9ebg/ffBnP/731EDbzyUk1paWmRwXCEdVJj07qSpT1LrK5t0d/awOQinCajMU6LBjgcDjAmIUtTpmVFOZW6hNYGWk1n2Rps13ix0SYsDlVr3j5UAKr1mKDRXL12jfleD61lQ/FOijuL+yng9EoF/FWE5Mf/8JMsLCxwz6m7Jauz0qRpwmOPfZnnn3uGv/iX/xLjyYTJcEC3O8exo8dYX7vB+uYGB/YflPJ8WQImw3rH1YuXOHzoAJPxmD/500d5//vez+LiIi+++ALz84uMx0Pm5nocOHCA558/TbudMz+/wIULF/Decfz47Xz5S1/iPX/+Payu3uDSlSu885FHcM6zvb3N3Pwc4/GUvXuW6A8GdDptRqMJWZrIZhQEmCRrBbxeG3wpCVhJklJMJkyLEUmWARYPDEaDAKeIllnZUkqyuQBvqFiyDGrMoSaTaiKwTa3Z14RckX5ROOiDYPczgXXT9xpHU/D7+l+w4Ehw2pOH8oaNb9Uvkd6icUGMNrz1rW/hhTNn8VauOx2Neec7H+HOO+/mwiuvcPGlc0xUxtFv+ADJcMDpT/5nfvTv/T1++Ef+Dt/3oe/lwP59fOpTf8z9b3k7aSun057j7LmzHD16hF/5lV/lA9/w9Tz6J4/K8yt53uheiiInyEeZ37vaHtkYd/dIFNN1TyiFyVIZ92A9uXh9L9W5wo4ASPZlVSnarR4f/cjHcELJCgrKSrOxPaTXyTl5+3HwFWVZonXKqCyZa2s6LSkLGblX4nyI61InktBkrQs+NXlijTzCk089R5aKX246GlFZxfUbm9JGF+sTiKs+xsIb3cgm96F2cWirMQnKazpzS0wnY/I8l3oFwdr0hEpZIVnRh2dF/kQpSHVFoZwUvQ9w72Cjjy1LtJEQZSloL/zzVVXS7XaYloXMMVsGS+F/VM39a94BSmFR9Ns5z9sx/cEWXiu0ydjqb5O2MvLOPOV0LFzJINqG1riYlh12TW0SrIf+1hAbqsKkWY61ln/2r/93kiSbUQ+gUSGRSeChneZ95KXRot4SybYkUEVMxB0RHaFftdfY4BgULU6SKWRhzUx+HeCDNElD7UZdh0CJAJHGiQYeF6XauUBrIeZjx9af2UhgpiVJQyNRQZEyWRND5MQCMqGikrNSoDmkuATtL5QFC2iAs4GbxzkKW4TNr8VoOMBay3RasLxvHz/0d/9uiId3pFmCSTPyvM2+PUv8Lz/+I6R5hkkSjJYkG6OleIsYybuQhHCs3lij3WrRarcZj8YSkjka0W61UHjanTa2sqE4yOsI+R1wxEyQ7Th9lxT0NKJZEAvCesvP/eIvsbW9RTUdB84jR1UW3HbbUUb9EdOt67z15DF+9+mrTDPDN7336/jC5/4LRzBkrYwbN67wwEMP8dTnP87m+ojFg8fZ2LrO133gvXzyk39Ab+4YJs2pC8o3nkNeVP3As8eLG9JuMd9sf5xvjaQtFMcOH+PZZ56mijU+XVRnNHm7zXCwgVAn5CECTQIGjhw5RL8/oNNtkSYpV6+sYFRFnniMK7jjruOcv3AN5z2LnTa3HYIss/zxF8dUXiBaWS/BmoYwG6qbBkRrKWFXO5sVzM11SVMRnltb24APlceEpykW5vbMMFVFSDhsRoorRZ4lTGO1N0CFuYwWvL7Vyum0WhRWYOS9e5ZZXdvAAw88eBJHhVchIMErnvnyGSmBqcQKdqFUoTTUodH4QFQWfX7OO65fXW0O21fV3P8sxGH//Y866sRBVTEZDul0Osz1elR2SppIeu5oOGBldVN2XetIMwkRShJJy8gy6TBnXZ2B5uoVLQvWOoEHar6Q2VqgGV0QtXa8rwWTQwSaSVJUMmOWnN2iodUZiQixvsJrT5KmZFnK6eefwySJtCFw17SyFokxbG9tkaZZ7QpwASSVJC4p93fp0mW0Upx+/nmGwwGvvvoqN26ssrCwSK83x+c//wUUsLS4yKWLF1lcmGewvcWgP2TUHzMeT/ji57/Iyy+dIzUJr164wKXLlxiPx0LYZlLmOh00JtR99bTSDsqnOOukKLIjaBsivDy+Zg8cj0b1BlSrk3WiTcAOQ9/2h0MIzkfv3M7+u0mizg4PLO9dpjPXRRtNd65LlmfsWVwUgd9q1xDaTt6Um6+5I9wxPGvYRuVvd/NjNAV73LAJm9+166v0+wN0NI49JCbl6aef5ey5lyjp8OSz11meTjg4nnD60T9mfjRlfbjN6toqo6LgiaeeYqKXaC0dwSlDu9XlS4+dZm7+Dkya19ow4SXCVwSoasdm2FQ8gjp582apuHkLFVXWhCxqUW6o57sDppOxjKW1dLstXOOEK1evsLa+yvrmFTb7a1S2wgLj0tFdWub0mVfIWym9Tlvq/6qU4bhEG4c2QiomiKef3dMHSo8g+ZvKjbNRm5ax7ve3WVtfY21tDWvFShiNB0ymYyprmZZTHJaqGtNpGfYtz7G8b4G77rgL50sWFjrML7TZu2eePUuLaO/qxJfKlmB0cJhmVJWjPxwzmYzxClbXbkiOS7vDc8+e49knX8aYXKBLJ5nknsBcu2PfFcU0sonvmLse9h3cxxs53lSwTJYkFNairCd1ULkKSkVZFiilSVPBAvfu6ZKmilYrYTqtKCaTUHTWolCMp0NaeZeqKETAq5jdKfwzWZKhCdgxOsQNR9wuonfBidNw/EFDKzaayXQSBAfc5NAKgiLxULoKowIHNeCd59777qMoCol/V+KMLYopzjkWFheZFpOAe8coBui0Oyik3N/C/AKVtdxzz7144PCRFgAbG+uA5l3vehcAa2trHDlyhO3tPr2FhR1tePiRR1DKU1Ylx44erVvvnKdwhYRweiVKEjAuBiLQESqGWOgbH9e7/J4mKc8/9xQnT51EYuM91laAxQYTXQWrIJbHs7ZCJ4HCwfvgS4sYw+zv5h4ctczQqP+Ps64hoG91iVuA1LstpLj5NxfhdGo5dvQQW+uRUsmzvbXJ933v9/Gx3/997j95jMtnvsT8n/sA9z30CL/6C/+Gb/zr/xN7L13l7rfcyZGDh/jFf/ZzvO+hY7ix5bOPX+Cvfv8383u//XG+9VvfRTXN+YPf/hwk4oepSkumjRSa9uC0MKtqN5uTjRxcOZSq531UerxXaKPxlUOSosSRWxRV7dCbXSOizRqTpBiVyoYWaKejseCcxpUpR24/wQvbL4CHXrtDK085cfggC/Mdrl1bo3COaze2OHyoxTd84D6+8MzLXHl1lbzVk2I7dfFvUZLKcjLLpo1WlJI24IWWu4qZ30qBlzj6PG/XG7N3RmozJBmjScWkHGKM4fr1GxhjpNCIUijGOC9cpSpAiN6IXdmbXwDvGQzHaA133HUbN1Zv4K2lPxrX1CMmgRtrW8zP53gHRVGRZjllUdbKjjRQgzf1HIu0D41RekMz+00l3MfTAlA45WFSUhSOqZsGMEAconuWFyiKPp1WilKW6XRIluYSR44U+LDTWtSgIJSuE0ZGqVUaqAgIgkQ3MEQVtHKla4UzapjTsiRPhRNlsdejv70t4XhKcGUVzLumYy9vt/HWMhyMyLKU5595hsPHjtHtdujOzQm0UzlSY4LpuMV0Khm5Bw8ewHu4fn2FLMS/Ry1a/Gt+trx2lfeLgk9H0K9x1GiPrFvB8kDeqMP6VL1gogcxOnddcA42k2bqJe+FmvnkPaeChiKYpERtxHHxOFeSaAVY0kBhGLnyYyp6XfshtHXWq9LPm/0+i3Nz9AcjtJbCLJ12V0oR7l4DO7rA74iwuZVQrzfx5uZRL7CZtrj7fB/Uy4N7FyXCyDbiYlF8+Lc+jCsqvnz6HMYtkp4+y5/euMHb3vUwn/6t32VsC/j4x2hpx8/+5I/x8z//8xRTB9rx67/2GQbbFb/+7/8LVNDpdBkOh7Q7baaTCeQtHJ6yKCW0tlY4dtoqqvGz1ujr5sbEtAC7eIn2cd6G1yYMNJvr7VaHU6dO8Myzz9ZKkw9huiZJKCrH6dMviGDEk6oKxlIyc7A6IUtShlPH9nDCfb19XN28gGNMpwff/t6j/N4nL8a74kEYYaMzV9AhqJUx0CaoAj5wRqnAweMTUBaDhCfuO3iAzc0tsjxFa02WtRgOBySJYWtzm/nePJPpdJY4piTJ0gWHMg62t/thyUjS3wsvvMxCJ+X243sh3y904YH3wXoofUWiMwkuwNb9XgsRJERacmwCVXm9sc1osV/veFMJ98pXeKcZKc/nii2syrl47bowsGmpEH59vS/QSFVx330n6M05lvbs5crV66RZW4rIomo+8zRL69hja0uyJKealhJS5T1O+Zg0RjTlVCAGw89ceeBp5a06QmRzMxTZVgTHjq6vFfleUJ7trS0SnaC0orIVp+67hxi/PBwN8SFDdBoofo02JC1xRG5ubgIhDC0sLOFLZSa4vWxLRVmS5ZkIfGdRytQbFkFWqxAvrWJZQOXD/BTLpbRWMoCdx3srGpwNEQSEQhpJgqkUl65c4s47TjAcTLhw+SIHD+wL8kuRpimvnD3H0SNHZEG6mfMNb3dw3tvKUlZWiJ2cDsyc8rC1puIJmvtMWCnvWJzr4fEsLMzJqiGQUAWBPYuSuZX2fes5eJPfIr7Pzks0z/O7TlQIPjueipSxtsR7mJ9fEMHXktJ6TimKfh836LNpX2G/CcyiS9Kef/mL/wptMnq9FO+lBuf8wnyQ2WIu9bo9vHK0Ox3Bkb0ib7XqOVJbQI2+m/0mhyg1Ksx30XxlA4sKUqSVrkLkWIzYmV1tMi3YHgxJ0wxbVDvuYJgVgj527wnG021QlikWqoJeqSmqglJ7tFOsbW5iMLznkYf54889jnd9nEYqO9XWW7RGQpuCo9ECWgcII2BV2msq5+U5Qr95rZkUlksXr6KVYtAf1r0RAzsSI9nxSoPSRjBx1cD0ifDWLDNdodBGURQObad4k+G0FqgqhE5qrXGlC7WBpbpac0JK+0JGOAS4Ogp9v1ORe43jTYW5lxYK7/mT0ToboymX19ZJkkyKRCuQoQtsi3nG2ZevsD2sWFlZRYXY68o5sizHex9SlgtKa1EIKZdzFa08g8YOWJvTDc0kxsXPTD0v5F7Kh0K5hsl0ig8ls55/7vQubEy+v709IG+1hG4gTVhYXGJhYYG5uS5XLl3h9OkzdNodzr7yEs+9+Dyf/exn2LNnkZWV62xtbXHu3Dkp3KE125ubTMYFg/42V69cZnX1BpevXGM07PPyubO0Wy3OnDnDxvomFy+dJ8+SUC3pKeZ6czz3/PO88MILbG1usbKyQt5q4Z3npXMv0e52pNBCKI+XJEY46BOBX6wVVbosSopqyoH9e+n3+5RVyaFDB6Qfg4Y3Hk85dOiQ2FsBg58WRehrOa+yjqoq0SZ8L4RSxmXr47iEKT5DR5qCOpjjNnCez/RqEUy1lvn6R3PsdkbPcNN7u78TF+bsHM9cd457Tt1DZSuJlkU2zB/8wb+NMQmLC4tkacrf+aEf4mu+57s58M538tDb7uc7P/iX+K6/8t2MbMF4UEHhObJnH2s3Bjv6wAfB7QNpWWzmrJ5AhNZnsMWOZ9/1Rq3Nh2pm36QMQQAAIABJREFUKmi6aC2OZU9tuTWvgncSwaIN589foizBRV9LOBbme4CiMhVXRxfZcmtsqT5X/YBX7AR1dC+T+Yzlu/fjb1/m3GiKzVrYYkKFFkUjbNZNHnhxV8lcsk4cktZWVJWjKByTicWVitJ6vJVCQDZExyiTEB0TbtZZ0gVG/EzNamHOzVgzZx1cz5BZJ0Yr1wss5okafzhF6zoir9XOdyofSoR6kibUWYF1P8dbNP2Hr328qTR35TyPjteYWMX2sAwRG0GbVnrXdBTD8cZ6n6OH9zEZjUmzjFYrpZyKIJkWElGTZxmTogIkPGpYhRReL44ZrUWDxwv40/Sc6xCH7r1kY1on1YusUrRbLagqtNHcc8+9MqhBnY8EdwuLC4wnY1CaqizZ2Nio733o8EGOHDrEeDzizjtPgANz6l7W1m5w4MB+AOYXFmon48LSYtBUUjrdLtoE6mEUb3vrWxls97nrjjvRxrMvWRZM33vuv/9tbG1tcu8999aTpNcVQjbvHXfccYew3qkQJeShCo7I6MVPTCIajNUsLXbZ3NhEG0O7lXHt2jW6XeFGVw663Taf+fRneOgdDwkhGD5QFERNXPpZ6JIrnCsbgjlywMs41HBZAzqoRZz3rKyssry8R7RWJRaMQkxuW3muXb8mSWDtFju+HTXuWwntxjnNz2cwzq0FffPY2t5mezQMCXEyH6pJyW/++m/Sbre5eu0aX//+9/N//dt/y2Q45KrSvOs7/hKf+P3f5c+/7wPkx+7EXL5Mv7/NtavXmO/tQflpiHTSAovdlJ0Vw/caFFwN7MzXZ0F0Fqvm98O0j+XoojqqtRJ/kdYh03jXPYFuu81guElRViRJgk6grlpgHYdv289IT5loKb9oSys5LUbzlYsvMxmNWWCBCocF+leu80BrWdaR7pK4dSqV1PTeKE+etZhOpb5v06MQx6KuExDbFjZF5xVUVQ093uxajtehvk4dbqpmmr2PsJeKvTC7knWQ6YyyTvba9TPwPrkgxOsynS6ygMYTBSbbaa+8seNNpbn/540rTLyU0TK6wV6nZJJqpWZZWmHXRmkuXVlFa814MGZ/b1QvTFtVeByjyRitDUmoK5omphYhQfeRJJxaAwt1U/E1/7jHMhhs19QBTz31FFeuXiXN2jVG6aH+HGQotrc3abUyFua63Lh+g9OnTwdt1nHjxhqff/yLAHz2059h5do1qrLkU5/6FJ/73OeYTCacPv08V69e4cyZM4zHA8pqyqUL57l44TzD/oDnn3mOPUtLDEd92u2M4ajPf370UT7yH38bpWA4HJIkCRdevcilixexVYlS0B9sobUiz1K0hjTLQiKSx6QmcIHIQnFOTEeJ7a3Y2Nyico5iOqU/GJC3coHKrMN6y3A05sEHH8Q6J4yN1jMtSsHRI7lYcH4LkRh1KOUs4iRqZpEzXf6JJj1bwAf27yOJ9SyNpt3KaeU5WmmS1HD0yGHarXymlTfv89W0ceeC5uR3vP+agj1q8QEeGI9GAktFKz4084WzL3D1ylWyPOPyylWGG9uQJHz/d3wbn/jY73Jj5QZnX3yBrzt1Lw88+ADddov7Hryf47cf4MCBw7zvvV/H3/xbP8BGf5vv+I7vECER1kisQVsLbK2EGjsI8d2lC0ULjk5CXWvGsbaBhAZHN4xt5CHEhscF6hgMR3inxDekJUCgMzeHMZqNwQaXL1ykGI5wE4utbIg4q0B5sm7KiVO3c/LuU9z/tgd5+MF3c/KBd7OmMqzyDKYW1KCWBfLfMx6PieiLPM9O/4KPGnl4s2FYSaBN2OBdLQluMnDq8Y101r4OAY2d2BDYPlpTYBKYInNcIuIQSDQoKVoZ4UNyorgorSHwWFlrd22fzQ1i1qTXO95Uce4P3H6Y6/0RaSIGhXR2LGyrZgNLw0QLjtTlxR7WO1KVkWRAKJTh0axcXwNvSFs5lVUYPP/4X/0iJsmFhdCEae8l1CvRBqMiEZNoOM7ZBt90qBCjde3oU4RMyrADKy27sMB+M/Kx2bgES0ERTEVpk/ZaArxDnG0cSCnTJ9+3VhJHgotIPPHaBOvG1RufUeE5fOSWiQtdLCLRauTekjErWoMxiizNA6WxZjotGI8mIWvWc+nyZZy13H7iDsqq4CtPfIV7772PRBvKsuSxLz3GqZP30G7nWOuYFhVpmvAzP/MzFOU0FIwQZsi0ndLKc37qZ35aCnFnGSbNAqmaDgWdpXiHiKI3VrRjN7TS+FEv8lk+QFx0u2AcP9OVbsLgG5KiKTSkvi78z3//p3nP134tn//cf8E5i3IVWQlfv3wnrmP4CpucOnmKsigoXcmnP/0ZtEqI0SkKqLwj8UJEpkImgmiNwnsv+LcCFZLodjy6i4CAzFdPsFIJ3EPSD9rECSa+JmH0nF3HWgvW0+l0uPjyOcqqCsk78coKlMy9WA+1chajFb35HsPBNu95z7v48rNfokw9OvGY1JNkGpPKeFtf0R+MAttij7wzx6g/pCgmlMOStx5Z4Pzpy6ysZw2oTYVKZRYp0h3HommJNIUwNTauIvQU31e79e6d4xyhoOamWIcyNDCXmEErOS+e/ctdWY9Kxk8rR7sjkTIXrg5Ikjbj4agW5gpF1ulQTiaAyAYPtbXkG3Ptxkpd2O5/jAzVSmlMcN7BbPeVjEPxUIuyHhciobKNZmNTEiUqZellQrLjjQiuvNViMiro5B22hwMqL+n51CGSHrAoDGVV4bVBJaKyaGUk4y7EuGsFmUm4cWOdPG+xvb3F3Xffzeb6Bgvz86yvr9HptkN2I/zxH/0R73vv+7h48SLtdotPf+rT3HXXnWxu9Xnbfad48smn6czNcfddd7NxY53jx2/jqaefojvX5sbKdb7lm76FC1cvcfvtt/Olx79EOZnwjocfppN1ePa5Z7nrrlNUVYH3jstXrrG1tck7HnpIuG+UxTtFmiScOfsiJ+8+KQW5g0nqnfBuWOuFLAmBZYpJJf1X2WBeG2xVgJLM3FN338X8/Dzeel555WWe/MpX+PVf+zU2NjZIs4Q8bwOaxMDxE8d5x4OP8B8/+pG6sk0cO+csrjKUqqq1Kec9ylqcNygVaJFVCOsj1vKJNmtT0NfgzVcV7DG30tlGEhgxampnFMKOa/h4r50LLAr2eO/a8gvq8Wc/+19p5Rm2Ksm7XXqtDo+7AYNRwXg0YjB6mn0HDlJWFYeP34Xxkry2tLSXVruFLR3ToqCopuR5iyRNMAhEMh6PiVGO3bk5Nrc2GA6HXL58BW8103KMNobFxXluP3EHk3Ehyo9JOHzoEPfcex8LC4uY1GDSlCRJwFaUVqJtnFckRjEaD6gqMOWUn/qJH0HHxJ36mGHg1lr27t3LlauX0XnOoC/FYj71+c/QWeqA8SgTse2UPO/ivGUyLqTQTFmxubVFMhjiUfjKkhh48rlX+fp3fQ3/6ePPNgZIFKnewgJbmzfVAqJ+qFuouTV0FQV8fVqtG89a1/j+bNjDOKu69cyAmfABmknhakqPVDtMorGTUmSD1UzL6cyiBFCeyhYzY8M3PYONp3uD+vibSnM/um+PeIKNwtvAaR52VZqQa7RBnUMbQ2KEMrbb6zCdVCz0UpIkRScZKNjYGDIZFZSVJWvl5CbhH/6Lf45SRiofGYP2OpJ1ojRkuSEhQ2kpQlAWMqGVAazDkAg+bSSGNkIX8XmKqhLHjPeBvdCTGE1VVphE6i9micJVHpRHpy18UZHmYhJ3Wi2yLJfyeHnO+Zde5rlnnqPd6XDb8WM8/tjjfPwTn2BpaYEDBw6xfmOVVy9eZNDvo41mYaEXEj9UwPY8qdHCnOcCpVTggBFyuxDHHPBcpSTWWfg1XCiF5iTSJlgdkeckOp+bWqwLWmWaZczPz3Pg4CGeePqJmn9GAyYxJGlGUVWcuu8+9u3dw6l7TnF1ZYW3vuU+xsMR+/fv464776asSvI8rSeBxwerSUuikpJ7SgWtcE585qiZuxmW7wmLJFpaHkkTjuZ3iBf1zRUVPwttrrW24N30SNaxc/D02QvopMVgNMCWBYPhkDtPnKAophJ5ocRh7bWSal0eTPDtRA527yxgggUq/Ska+CyjymuD1hHaciijBfawlqKc0srb9HpztHMpMG+rCp3kaODK1YsMh1tsbo1wDlZWVzj97LOsXl9hdX2D0WjM8tIe8jznLadO8uXH/iu2qoShNG54KsA6OsO6KYm2OK8wIfLHdBJU22MyWTtC8CeFWxyywYsSF9k9pY1x/9ZKIrbGm0Om6wkmWNhRDsj4lDVTpa8HvhYu4cxZRAt6FpoY5M/rQh3R79eQQLPL19p7yGlVkgfS7SQoBZUTNkftLJ25DkYpVjamoSpbFeiawSIl+WbabRD6DpSSwudRUblxva5a+ubX3E/ddoDBWOqTulDePepnspiam3DAvQJ5l/Mu8CdbyrJiY3vM0sIi48E23fk5kiCgtEbSp63j3/0fv8TL5y+SKs19b30LL5x+kW/4pm/kU5/+DO3JKv/oX/0w/+Ln/hPvO3wXf3rxJQbDpxlWJS11Al9ewiW3cXzPMq9sblJ5KQ1YhQkfQ8liRqYLgkhpH3nGwImjKnDXYn2od0nULCTk0YvXCUjRRpy/UVvQSjMuxly+erWeX3PzPbwW07jGpp0kCY2DWR/g4yCUhZhF+JcipDMbl1qIhfNjzK2zIuCtE4pT5VWgPJ1BaN7DtJzSH/W5dO0yBHgrOroMCB8+ngff/gAvv3yOk6dOsWfvXg4cOEB/e5vu/AJPPPM0J06cYDid1oLaaC2WnIKf+Uc/y3x7icHgDD/+kz/Cb/zGZ3nfIw/yax/5bX78p97CP/2ZF3jv11/kM39ygofvv48vPPkc3isp+KKEuksphVOQaHBVLHIuc6+qLCrQVPgqsp0EIqcIiQR+Gx82gApLWUj4oEBvVjYaBzbcwzpF5aWwhEoUSQIq5nd6T+VscHDL5qWsR+skaJ3it5Gh0XWmsESNICG2zgeYUM80UO+pvBWPX4QkIiRoDGVR4GzBT/34/4qz8Av/4heoygpnJ9T5FY3QvLgu09Qwly8ynmyz0OuxtblOaStaLUVrMcO6CpMovJX55Ag+riAcvZflrJSn057DuZLheEiiU5zypG2NbXmYNl3AHo3BeSH2RTWTEGfHDsHOTvglYuCvifERNfiZZt/Yf3Zo79KnpqYvt86yMCqZn5vn/LjPhRvX2Lu4N1zJ7ZBrrawlmexxfcbLRgux0e9v5HjTaO73HD/AYFKSqER4HRRUjQZG7X22E8vvzV23087ZHpfMaUVrYY6trW16c13KwjKaFOCDUDGGLM8DBKRBOYxK8TiSNEWlKcPCsX/vIj5VqKln2F9Fe7BeU6lztLib0htKpcmNQocQA43CukBNGoRPFIhCDUwtKJXyAYvzWC+JN9oYbFVC0N5czKIV9hu8t0EoW7LEUJSynUcHtLghPFXQxI1JcTYkdcRZwyyOX+AZ6o52zTnsw/5Ec7bBzRy6jQUXhG9MFKtPhxljoXwIGtI0Eb9HIrQMqISs00KjabdbDEfjsOo1tpzSancZDgccPXyUJE04cuQITz3xFNOi4D3v+zrWtlapEsP++QWe/vKTXO7fYMGkwIvY6h6mE0+31yJVYhYnIUM5PrvHY/B133mCRaa1cMdjwNoQaBG0V0T4llV43ykcEmWEdRIVZMVJq0PyV2UrwbOV3D9LEkhsPb+dsI1BIEIri5LEpLTSFIsn0ZINGiK7RQMOPOPeOXzlAg8MKBOTe1zIU4tofICllBHOE0/Ig1C15SWQgURrqPB3VVVhDkbNXaFUQpalVL7A2gKjFOl8QrZosEpCXuNzoAHrqYKCEq1z5x1aWXE2RgvGSf/28jbb10v6N8qwfkQGOC/PmiaBeoDm1IzWxY6pOvPXRYtO3RK9eY2jCds0v6uD3020srk5oRApygpXOEyrRafTZW31OkonNY2JD+swTQzWN9g4ZSJAtAi9qsNR34jm/qYR7ieP7mdUiqbirccH9sumI7JOyKixLlWXngNPnrcYj6eSAZdnLC71UHjGo4p+fygCVyuBXBKD0SkqyYLXXoETGKFyFhu0zMQk4AVrr7wLm49DKsirHVS7tchTKqQMz7S/6JcnaAAqYgexYbccBvlOcMsGo0+j1IydUaIgQuxrsBqNtuzpZozG29x2/ASHD+1nY3Md7UtJ5NCOoixQTqF9qAhjNM88v4nF7yzXpsApVy9swm0a8l8WeB1J0VT7mQ0ejVctQsVojUmMbAYhqkPrBFJx+mqtUBjJc0CKrSTGBGHsa8vHa4+rXIjqUFJ0OTi7rXU44wO04aWqkfdQBfI3LQsx3BGMPIsKUJNEQsV5Soj397NU/DhJwygJxCVwilhJolHL+YGHJ2zyJkmYTqdyfzXLPVSBnC7OqJug44bZHj8nOPnqZwq4eI3nxleISFRok0inSCVR+w+aUV8iRWfX85FUTMYsRt14FOgKY+T8dC7BdD06V+hEqm/5wKuiQgE0gaWC7yysdY3CoANZH2jnmW+32DN/gK88dgZlDTMJoLn75F28dO6swE7Oorymji/fcahQIFw2mDhjZ9BKYw2/zhE16ZuEe0iN1lpz150nuHb5EqVzKBxvu/8dPPXEE5TBqq4qHyqbCYyjzayQj0esZO3jrKrlPP9NYRml1CLwK8Bbw+X/JvAi8GHgBHAe+KD3fkPJSP9L4FuBEfB93vuvvG5nNURDVAzrtrCrw70IS+nUgO2mKUVRgIPSezI0q9c3WF7usd3fJk1zJpMShWI8cmhj0bpCEdglvSRHTcbjGu5Ba0o/FZxPKk5glQYvG0oVTFoXEyPwECI8ZOrYRtui2SYLqNYWI5RjRWMKPU5Uo2Z7gMf6inc8+CBnzr3M2o1VnCvotDqzGPEgD0y1zZ0nDwHLKPqMVvvkkXgJ0eDzhjLu8ZhKNKda+wlwAHii5RoHoZb9qn6y4OScHTvyXYLlQmD2IyqoIWNWrm0ki7eagA2heFrXwkcrSWRzZcOpHqKZImNnxFoVChtMJOc8VFpGQsXTfEgsio0IJdK0BtsgSYiNDqt3JjglE3ZGmhba6EU7v//B+3nyySd54O0P8dTTT4fzJO5NRaELFNOpVMZChHEUbkkoLlO705QK/oI4+aPa2lgSsV3xuYOAiGslZnDWcj2MTYRZIh9+7MsdmbehX6OwbZLwxYkgQtNgfUW3M8dkPKQclnilSZSRxEHlsV5JEZ2qovKOPUvLaK3YWF8Pa0yjkdKYrqqkVkHlWbm+xrzKME7X/HMxCu3MC+dqTTwxqWzTiaKYTOv+0bpRuKS5sdV/+x0ter2jCU81N95okQO89MqrKBSJdnz/B/882m3wwF2n+D9/8/QueCVYSAGOjtzFOlgdO/XvN66Mv1HM/V8Cn/Def5dSKgM6wN8H/sR7/3NKqR8Dfgz4UeBbgLvD/3cCvxReX/MwAYhWmJoHgqgNN0OPwtH0YguvuKMqnVDnOk9ZWWzlGI2mLCzMs7U1AD+jccWL07YmKkTVGlQ0uwnl8xyWqNMo5WDXJJlNdZlgPmixUcTfrJirXd8KPDZ+tvDrH17O8IDXGV948gLXtvZzaKFNyjbODVFh949mZlWWtWC2TjTkKBxiaFcNKwRBIDaBo5Jg3MbkE522qoQG2OMppgV5ntOb6zKZTCnLgsJaCbMzKQu9eba2t/ABBlPBGWm0h1jFJqRex/BSr63AR8S/XW35CDdIRfxUxmgmmmtytyjgoxM+/PBh4xb3gmK3bPLeS6m0Km51gAtzTgcHbAgjjHH/Kn4vaog+aPRe8fQTTwOKrzzxRENQivD3Lqbmz7T/mVYtP62t6rk+2yMbu3FtIsxmVF1RoFF2MIj1mSUWhX+4vwpv1d0R9Y26F2YKgW/0FbsFEwFyVBacZ2tzUyidlaaddFDaMp2U6EzumwTHPh7WbqzJfADRXhNCbkmk3Zbn1SZneXke1Fq9/OJjKG0wetaH4uOCTjdHKcPm1haZSnaYPzF8YiZUYqferO/Hdu8sNP5a+HeYa95LFSZfcuGlC6RJyeK+AzVnTPO+xgSG2MYcjgEA8Y7x2jt29dc4Xle4K6XmgfcC3xcaWQCFUuovAu8Pp/07pHD2jwJ/Efj3Xp7+C0qpRaXUIe/91de8j3fs3bPI+kZ/l+OgEdfKrbo+Lgg3M6et1HbEezY3+vQW5sQBGMj+oyCN24UKfam8rp1LtcCvd+fZ70GihFvvNJ1ViM6oBQy32nmDJeDCeSpKiyhwPTvXkEwAh8K4bfShg7j+GPw2igLlTUhekV6qyilCqCT87ZubGyzt2YMti8DmaAM/xUwE6Ag5KE+apoL7q1nQYWLkzDRJyNMEnSaUVYXJEvJWTlWWFGVBYhLGE8kWFuHhdrRd+jwJfSVdoWNwo5qNeZCwof+CcKZEyvepxhUbVw/C1QdBpxrt8zZk+QULSaFIU0OWZXhfMRpMBe/0BA0vPJOdjYWz4aHjGgwCGyAxAtFVMSkrQB1NQTv7Iziya8EehfzOGb9zzjTe8WrnZ4EnaYfCUMMxQfxGqyY+N/F1N5zm62vWgj2e7Zub/q5HQKgq9u9d5MbqSp3mOh6MSbQmmZOQVqPlNc+lbJ8TGUaaJFJ82sfxoS656LWiKC26HEH9zA354IWZcWtrI9QfDVm1lUUpx9LSokRaAWvrG0ScvYZI6yvJmmhSCKvm+q8P9Qbwm7A9OvDasDWaUozGXNlcrZPxwpUI6h1ONaKzvtrGofzr3Hd2vBHN/Q5gFfi3Sqm3A18Gfhg4EAW29/6qUmp/OP8IcLHx/UvhvdcU7pn3TEYjSisJOc0dKu7f0IhNDYdUVxIt3DpFVUkRa4lQAFTCeDSRqAbrSbN0poro2cT2HtJU1WFJ0eSXJKBZXDRKhQzTmIYsGgcQnFFhQJUiFvXw0WQPuIDDhskr5mxRFGRpGtjmQhKLFzsmOiE9DuUsnpJDG8/iTbyuTEjrLMuL81hvUcmcJGHJ2LC0OA+2ChEmEXSQV6UEs/dKoxDNMs86qFabqipQStgqjTFCZyAtry0B5RTWVTVFgTx+wAgVwTGpKcuqppOYCXklBQ/CgMZAs5iWreoNSByGaPDYUMOyqdOEbd8rcVJ78N7uWgMBxlHyu9YC5Xlf8a3f9l7m2ov86v/9/6C9OEaN8dKAsBCFz2y2kVPPSfnDWUJom6s1+6ZojMEW4ez6fXYJdurPdf35TLOPCEKtRs8uLFK8hl9qye4bAqOJ5TRqB9+0lQRztinYb9pfGg9Ub6Je/F5CPmdxSqMdGKXRRpMkMj7eK6zyKG3IEoO3lqKYkJisocApJPlHkgwnOqV/YV2+3xCssQtWrq2QtzKUtygt4YSxSAfeMRlLib3l5T0YrWm3e1y5fJHGDRutbWy0DSG7Q8i/huytr1EHV3smpWNQOi6+/DLeJQFynFnTEtgwG7tad9y1i9y80Xz1443QDyTAQ8Avee8fBIYIBPPVjlvd+aauUEr9baXUl5RSXwJ4ZK6Hw7O80BEzfnenNjCQ5lxNgnZp0hS8wxhPoj23HzsIbioL0jpOHVzitkNLHFiepzeXsWdpjk43Y67Tot1K6bRSEqPIc02WarJEkSYS9ZEkSajyIppwajQaR2KUZIH6GAkTNLJQsFfGwNeTH+8lQ7OqKIqCWG+0nacYI+FkVSnON+csQmJtJRLCx2IhJdZPcdUEb2O2YOBqUZ4sS8jTlghkrSiqQsIPtaK/3SfPc6qy4tqVK3grTIPaEJxgluW9e0E5rA0ZqUEYRK55731wWBqpDBOiPlTktVezSjeqsQB1KEI8+y8bXqR6iPCFcPfE9gqe7VyFQnjKsQ5nS7ythB/EWZG8zuF9FZ6nmhVWcS5kiMZMRod2FuVKHn74HuY6KY/+0aO8dP55fFVgqwoTITlfiYbgXLhPuBc2QHWhSEnclL0PWaNWNhdn6/ZFCKdpUkeMXDV+j9bHDmmqvsrC2gET+JsE+06xLff3cUBqeHEmmONHO3CrsPHctP/sOjxgq4Krl68K46WPW4lnc71PSkKqDKnWpInGoDFe4wuHdppW0iJVhkynZDrBGEOapORJgpuU4DzZnnlM/ZDNLvDkeZfESClArWReVoFuWhtFludSUKO0FEXB1tY6R44e5f63v1XqFqhGD381wX0LoTp7q/FZUPh0+NwojdMJSeKZhnrGEiVD0DnUbGyik39H3zYgyK8CG93qeCOa+yXgkvf+i+HvjyDCfSXCLUqpQ8D1xvnHGt8/ClzZfVHv/S8DvwyglPLGw1vml3hue5OTp+7ixdPiJBFNXZqlva+pXyWCAvASNTGZSGaXsZ49y/NcfPlltBJHqcUzGE/YN7XcMVVMOxnPZRUlfubsAqIpDh5jEio7w1NnBbGlDF090HW2rBBXRc4K58SCkLUS45Fnr6EPGkahDF6aGskO3Y2/K4WEvan6+3GgrZINRZKjHCY1pOE+3SwlzTKmxZSlpTmsndDupBw5dgh8cKIFil+nHWUxraeSBG3MhG94aJSiZqp0VXAau5Ja5woYkVS5kkr1dQMhbH66RjhDrhXR4K7tcYKzmhAnHnvEz7j266ijhm5bQxL1pio/DuqcXlFhlEdrz6HDC5x90fLgQw+yub4tvpuQE6CVWH8OH4pjN26xQxOmbrPzrrbmbLC44vPF6JBaU4zaWbQ2ag18JjDUzV+pI11m/u4Z/NJs6y5Fe8dnOy4anz/M3dk9mw7V3RdqGAw73ot8RMyctFqRJ20SWmjn6LYMGCgNTKblDD4L0TdGaVQqwk8jCkprLmE43GR7qkhcRUW249bRGioqS5qIVS2JYXJN4T0qUFozPz9PohP64wHj0YhzG+scPXaU69dj6brXxVvq83bL+ub+QIBvY+nN02fOQ+mwKmdHHVQvGe8+9h8q0CN/lbsqxF/1Bo7XPct7fw24qJQ6Fd6ujrJFAAAgAElEQVT6APA88PvAh8J7HwJ+L/z++8D3Kjn+HLD1eng7wDObN3j21fMsO8WFV14lz3UIKYsxtgSPvIQnxvDHNNHMd7sQMOZOr83G9jY2a+FNgneWI4cPUGjD9W6bTy8Znmj/v9S9ebBl13Xe99vDOecO77556BnobpAEwAkCKQAUKY6iTGuwpViRFCtObNlVqooSpVwsKyo5laRcqYpVnhJbsVJxXEkpUpUty6JsS7Q10YpEgwQHkABJgJjR6Ln7jffd6Zyzh/yx9jn3NgCRSOUf6HR1v37v3XvPOfvsvfZa3/rWtzRdr3jvxPN9k8g9QK7B6Pm+6Hwt7HJF4prfaeDF+IrOx8WL59jcWL3jWsXQB87fdZbBoEezmqy9U1lPzH9Dp2xM0hwKaKHZEFvRq7mnGtoQMkaBd5yTpuCixidMjKrxTJI3HdMHq/RGlRI/rq7FyCcPXSIIua6mHaEieR1JU3/uIUplqE/vbV4TF0rVGy2uGEXOoRHwimk8m++bHp2Lf+OdgyHFMCHMk1CkitUFUTC5bvGqXQi8Us942pdUSrNE5NI3nuPi+ZPs7e7xuS89zo7NuEtlnNZdVhTkzksERsQSMNGjY+Np33lvzklv3CZCaaLPiHjJr24e0rAspHCn6dY5Z1qohb/te5ib7dd42K861B3/qte+7nWMR+PYvDbM/hPeohY+sbXPuo1iGv4/0WO8xcYcX2ZMh+CrDrgMFSwqFOhYYGJBrAImWEywWCy50uRoYuV45uoVVlZ7cMe9p6tWgQsXz7e9B5q7Fl6bSvkUz/DogKPhAeubG+yc2CEGoTfPDfOrR/3OY16Zm86+6LkrGT3pT0wSWhMS733ntnjnxS0MyZNZOEXW7dLmkWKjafXqcZcdPbbR4bc/3ihb5r8CfjUxZV4E/gqyMfyaUuqvAq8A/3F67acRGuTzCBXyr7yRE9w3WOa+1YyoNPuZ4smjIZ0iF4OhxYDJemnEsaT3YH+pk4yOxvnAeDLFx8CJnW0ODoZsn17DoKgqlSpJDbXz3AxwtaulOtBoBmXgnlCyabpcMY5ndaT0Mjkbox+Ck1BbO9774Lupao+rK77y+NdZXVkht4Zev8/e/iFEOH/hHEUnYzQZsrq6zI3rtym6PVBeilqMTeGuaj2yRniKRuvkdcLheTTeFEqp5IH71JhYOMLWZAmrFtxRjImdwwSNZnQIEBXr68tUvjHoIFh3SA2zpcG0b1MH883ojmujWQAJVU8sKK0XOrfHBUQ5dV6ai7TFtE6aa1j0wRt3tdlC20Frnf1GuK1huLRk0rQxoTUv+RnGFlx99gbf94mPUHTgwj13Mytrbl4/4KuPfpGNQZ/+3oToPQ4lmi44KgXXvCfv5gLK+IirJdkdmwFoDfncEHe6UtASXKM+uujKw2xW0yYfEEGv6GIbtMVmA2giluQZSqCzQDZo/0ny1eH/S1XjfGN5vTnXnLK9plaQTjcDnN6fkslJ5k1jsJnQJG3WoaoVVVViMFKklEKcLLNoa5hMSsHoc02/l3M1CdXZbpcTa2vc3L8tsyuCtQbnJUp++qlv0u3mdPIsJS1jiqAWErRKPPmbV68BwrsfHh+1a+pOFstrRkEMdpOHW/j5fOh18tgVW0sD9o8PsUrTtQrtG9h2nlOMCqpShMKU1Sgf7/TsF86glNBI31BgwRs07jHGrwKvR5T/2Ou8NgI//cZOPz9qHxm5CqcU9Qwumg5XtVSWqiidhYii/50XOUXepVMYDicTopvTmra2t7AqMp1N2VpfJjrP1FU0bfVIybpIwnCTdsXQKB43lqika86gDpx3is0QeeAHPs4v/faniN2ct7/9PEd7e7z43DNiBJVhfWOJTlFQVw5Xlyz1cu46f47nn38JrTXdTgdjNefOn2F1dZXpZAJKsb97wPHxhKYsKLS79rxBRRrVV43xq+CLqFqgRr6VjW80GeNd4Nqt67z1ngvy3uDmoXz6sJjyBqPjCaiMyjlslmFt3opESQcqmfzGmPbn38pwtMYO5ngwyALzTeSTenbG5l6a8HThZtO9zdkdTayQzqICO8qwHjXHSnM91lTNPQbaxW2VAeW5RxU8F2oGtiDrOAICHU0nE6KbcpdXqKMp9953L1954iu4qNnTMCTSV5ADIrMWUMYQag9t4dH8fElZgqLo4CopK7e2KXSBxrsUpokWw0/ExASVKVHrjIgWT1OLIdRDMTSRhqETQTc/k808NiSs+T/tOnmdJ9U+T7VgrO5422IAkFhnuqXxKggKZSKDwSqj433aKCAm5VNjKctaVC6jJMUFrpLN2gQovUdZg7GW4eiI42HFUjfn3u96B5/9yhOMyzFKBZoeo03fZKMU/X4X792d+YPkMInjq2ngJskDpQ0qzU8pxnt1Ano+NvN9M97hWd/5AhmoCAyPh3QT3KSjqK3G5PWHRvNI63nxWlysIXjts2vX2p8cWNxxvGm0ZVxZ0cWgjGasNQfRU9WOwXKfIhPeqI8BHwPO14TomMwCmc7ZHw1BSaXjrVu7nDqxTpZl0Kw3rbGqkTlNkAfzibtAimw95SOtGeWKpwn80e9/mjOnN1ieerInLrOSW6ZasXH3Fteu7jGdesajQzp5jjaa/lIXmxkGS0vc3rvFyRMnGY9mTEZTJsNjsjyj6PY5PDyWSsrG44kIC2XBK369UBhI3urCG6NuvWajM4g1g34OEVaWz7PoAYe0gGMQeo8m4qIi8xVRK5zS1LWnrsWjiEmN0ySnwbk5/q3Somk+WyX8oZ3nsb3c9qtPEUbrLTWsorRiXu/eG3OvdBTOOWCIXMgKVsuKiEOhyFFcLx0xF016280JlXT49lTcR5cXqhGd/oC333sBV88IPlD7gHNTiI5yKSMezHjsa0/ilOW28uxOJpw8c4rjoyH9CEoHqlmNyTqYThdf1XJtStHp9JiOR5CgmrqqMSZ5fS1jpzE+4n4bq9E2J7OWbtHl7rvOsrSylJhjUHSK1JMgI8ukuCsvOnSKDibT3L55m+HxcWuLev0Bv/Wb/5q69u0GotrI586j3T4V4nk286OBoF41CecmT3HHRyqZWyH1LI5BoYxETzEmZ0rulsgcV9bp93V0lImR1Vvq0ults77c4/rlZxmNhygPtl+gzYQolPpmT2tzVGdOn+VoeIAOBlfWqIg0Dy9SZbOaz0mt55HpPOfR3Nl8A74jKvkTFuTidq2AvCh48D0P8LlHH8VmEWXT2LRjnV5nLD5Rk33jMDXOweL4tw9BNovtE9vcutGkOV//eNMY940YqWJNdKBizXhlndpVlEdjtraWMblUqgmTzxKcYjydJNZYmpBKivGd09hMYY2lDD4VnCpUiNRJiyVPXVwajFelz2geU4wNHKTIc8i7Gc8dTghWoeqaTCnWn73B6RC4bgxDNGXpEcWMgMIzK6f0e/1USefRWjGdzqhrx3QyZW3QazcWKd1W+AXD2Zi0xjNqHL45dNF4syxce2BWerTKWk83LdV2UWptWk9cmQhe8NGzZ7e5dHWIjzFxhFtyIhBpLi2EBm6QRZnnRSpKStRNmCsbNotCyxgAjSLqnE+crr9dN0onb2u+xHxM8r/JsCsduT9qBuVMXhPlTosaHjIRHTWV0oyjYqQttYI8KPJQcVenz+3ccHy0h1Yb0rwxQGZzih5s33uRlz/3JC5GZloxDZGzd53Be0+/3ydMZugYsJklWknOTqZT8jyjtJr+Spc4nRC8zKsQAlmWoSNk1jCrKqqyotPtUpdVU+4geHGEWTnlK09+hQ9/9EOEuqbT6YpMg4IYvRQAoajrmslklFgZok3SqJoG79CZRTVefVALm0kD6aRICdXCgyl0Sk89fR/bWddOB3nFnK7cOAyKyP7BIUVhEizi0VahtMYT78g3NWY0Rpkfw+ExJs/Isw6ujljj6HQyet0BDQutdiWSpW5ab6Z5n+bepUuXWBosAQK3hhjIO5k0h9GJbpggQmtlHWRZJtXCzV0rRArAz4kL7dCl1SBI+mI0mtZokjXw3vPY577MmXPnuHXjBgpLVBJh+MVBTM+gyes1AyNRb7IMbQSSHKkY3xDP8U1j3Hn/eXSusFGTEbn17JA4HqeVTMKQDXlWcOnKzTYBIRNeqgaNlgdzdHwsVZlaNKmzLG+CsRR2RWblBEicdbUIL6TQv5nXoeT0iZNcemUXF5tEh8KheCZ67rp7g/rSPufIyKPmJUomY9jbP8LNpihjyWzOdDYjsxk2MxhlcHVJGR1ZIRLB4gEHJtSSjAlKtHCaOdB6DqKI6FPf0HkjEDHI48kYXZe40AUlYavR0mBZAVVZCy5vEjOBpqk0PPfcC9TZ+rxLTWyock0By+IDiykpKF6kq+uEyy/CMTJLNQpCILMZVT3DGCPaIT6QdKdoMNQkIfWaiEWnNouKSA7szGas5AVGg/YJ3bUGm2WM6preyjL5aMRSVMzqGTFqpnFG1DkzY9hYHnD23Emcq+XcJmJJBkl7RpnHRMtxDAwGAw6HB6wtr7G9scmVl17GR4NTHgMEV3FiZ4OD/QMKY5gdHKCDA+WFVqk1wddkWcbRcEi/36OzOsBoTa9fsDoYsL69zTPPPMMrr1xmbWWZD3/og+S5ReUZKJ309MEYg/JSDKRStBqCwDlFLkbOWsnl/NAP/SC/9s//BVpJg2bZaOS5qFQHId/OPVNYYBulSKr9VbzDnEk0oA2+ThXSSBORbrcghLr5tBZGzG2GDxJ932GblIjnzWYzTqyuEqIi0xprRA6iU/Q5Ph6hA5SVwqqKoDppPjaQhXjleZ7jXAX41jPXWmO0kkbsIWJUwKQGI02OquGaN0fwqfNbmvvz6DoVQS6OzWLoo5q9MICOXL9+E5TAd96TIiOF0bFRkBYdtdA4p6lJR9NVKspb5msjnewN5FTfPMa9iIjKuXhsh2GMsQqiFvmA8TEE4VsvD7qMRmUy+o2sVnPIwwgRfOWYuhqtpywvDyQUTGGjMYao5liyOCxJqyTR2CrveNf9d/Pi81fwUaWEbuMpyGMppw671OGl4xlZDAzwnDaWg1v7DFYHdPMut69dJ4bIYKnPrVu36RUkj1eqPReNd2YNZS1ehtUpHWUt3nmMzegvdSm9k/LpCL2lHsfDI86fv8DW+hqz6YQXn/sGWllcdGiToWIAk+GDp+gu45Bik/FoxvVre9TRc/PGkKy/STnzkopKG8Y8MHh1OJ+8rxCYzcoEsyxizrH1FAOSuK29VJgSIkH5FtKRhdWY7tgmvtTCqRa9pjUVeUvepaNF2dHkHWYeotWMlztMbk1559lzfOmrT7L3thNceekV3vvIw3z533+WDSuCcEfXLrP54XdR+iqpcMp5gneEGHnnQ+/hyc9/DeUi48mIwVIXygnXXzmiyDXRRGazkuAsMQQOy11UADMKaAP9Xoexd5zcXudo74gsk13Io8iCZ3wwpk7j5dyU+99xgZM7D6PUI/jgyaxJHnrAZhFXieywio4QQ1LzcUTXdOyJCTdWlLXI89Y+8pEPfYgvPf44o2Np7l7FDKM8mgqNpykqCrF5ZnFe3BcbOCc5i9q0Gk7yzIJICzcsDpo4EUmUG5VyXQ3mLKQHKZpLQ948e6U4dfqsFMOlKBAjXPHa1RilmE0n7B1F3vrWi3z9qcsJ3qF1gsUQSzVrkYvXYIyRRuzJQrb3YqQaPag5RPKaGZ4KCrVSROWpq4qPfOi7eOJrT4v9Se9JyBrNDNXJGPe7kdG05j0PPcTXv/4Yp0+dkWLBZDsyq9PGrFppi2YNtJ+m1PzC0rWGRSr2tzjeNMbdGN2KTWk0J9c7/OAPfJjj/V2qKnLrcJVnXnoFmxl6dJhNSgm7gqaK4jk0gywC+PA//q2fIkSDVh3+4f/6f3B4OCLPLMaqJN87hyqajYKk+6BR5MD+7j5Tl5gec4xE5iNKBI0GS6yt9rBpYdxWkaVOgbu8T8wnbPYLrh4ekitFR1tyo+lmXYyRTaKBMbQydPMuk+mI3lKXIld0ex1mU8/ewSH3XLibTreg0+sRnOfZZ55lc23Az37yv+Tv/MLfZjS8mjjZkadfnhEQ5s3NvaHI6ipwjSelIGIIXvS/lVpGl/OilgbzazbLBTvf8pmb14WQmo8Hn9akadk1krBN/w2yERulqb00Uh4s9Rkdj2QzSVBTM4kjLMgkNPg+HDnPuOhgyhKrcrxWHC8VDDZWyV66QS8qPv/EV3lGO851O5w5f5rHHnuMYDUEsDMHGlyUYqfJaIy2GWVV4kONUpEyeIa+xhDZ7hV4X+Odw6LE2/eaUydPcfXKdblnJbkbHQK9okjJTTjcPxRKb7DgI/2OJXrHWq9gHDzf8Z0Pk2cxNXURiV6jwFd1G62E2reUQkXS/U9NLlqFx7jwzJIImY6RpeUu7//uR1hdPcE//42vkWWaiKPfO2J6eBVrUnSHwQUHIY25Vpw8cYKjoyOGw2FSKPQJekxHhObhqmaDSReysbnJwcEujStrjUBt0hhdi36OMkIuUeKpE5ECtkyhbYbNLGQ5s9JRWMu73vlOnn3uOSo3EqkQrVpHoIk+dfKUQgBjIlpZKYLLFdHNNatCdISQg48EI9RbbRQ+ePIsx/mkAaREFuDi+TMoPNdvXCHTpgGD2mGYm1ohQ2YGfvCjD9Lpr/Dbv/cHnDuzxeXrN6RfQBSnTSudJAeSQmli8jRkiSZansuxNBDWG+O5v2mMO0nPXCR8NWdObjI9uI0J0MkVJhP4onZTVlcGrK8t8dzzV6gTBtvojiuaXqaOv/23/g4/8WPfz/G12/zFjz7IdBZQ2yfZ3dul0yv41G/8bhIda2AI0UzWURN0ZGO9x/HxlJgSY/JIQFtDN7NYo6WJA4GqnLJz8gQYRVk7JpMpxV3rom0zyDi1ehpf1+QW6rIkH/TxIaRcqMJgmIxLKufRNtCxkbtPDOivn+ALX/oGK/0uwU2o60h1VLKyvIL3nrKc8n/+039Cv5uxd3CEyTRrq2tMjo4EcgkR6RhocIlBQfJYvPc0WjkqQqFoIRmRBonthitrqAkV59ggSokRioEsy2lUL2PwossfpS9tqghKeOccPz8aJgitKZbSGmMykW7QDbLp2dxY46GHHmQyHlI4z+f/+PNEkzP1jqVpxT2zknp3SNCSHPbKMMs7hGjoLy2Dvk7MM6zPUURKXVPNKqauYjab0enIJDLGoI3ixZcus7WzDZNjCryMewgsD5bZH49w3lENDzFEtK/ZXF1l7/CIpU4HUuu4jX6fGD1lWWONwTlPVdZYa6l9oDCGEEpcBfRE+6Qpzm68WqPmkhHNkJPgsFYkLM4fR7MRqyDvfe6Fl8nzLv/2330Dp/soVWCNZTLt8n0/+HHK2bRZNfzB731G6hlSFHD16lWa+F+nYr3XuLeN3ANzJE4pxfvf/wF++7f+FY1OT+0d2lqBqEJEGUNEYbTMTR9F9K/X61F0O9TezdtphkBZ1uRKckllHdA2QtBzq5q+6qROGaNEtz6I7EWMqWZFSW2JNF6RfFwkGZFUy1I7TwO5NDTUyWRGbrVIK7TwyauNbIpzEjpQFJFY7vLnvuchCJHvfPcFnCr4v3750/RXdyhr4VxhkpxGpLVHzoXUqHzu2DQ32TS7+XbHm8a4Z1lOWdYYKwUAhBQqteTewD0Xz7KztS4yAEZz/zvPU04tn/70H0oXpGSQ8jjlwmCN/lvfwR8/cY2drS2eeuolTpzYYPfzX6DXz9laX+aDH3iAwkauXL3GYHUVYwzdfIUvfPFxDg7G9PprHB8cAYqdzVWCT2qLqYGCC+KJrG1ugHcsGY8n0M01Ie+ijOHkzllWV7vkhSHLC27e3Of02RNkmSZQsb65w43rI5584gXc3pDJ0QQdo/B8tWZ5ZZks05hCEmVXL1/m/IULQEW3m1GVU44OxxBhfWOT0XhIOZvJZQYJU12Et168mxeeexGdPDwXwKLAyue6WYVFaggiMOh2OJ7O2o1TLEfThajhX6dUU4KznBdvUyG2XJTukiBxCO3EbSGXNEF969EbAjGFnaAjuFDzyb/xUyJqlpqU37p1k5X+Equ14Uo1ZWYNKs+JdS1JLQIOTfCevdv7DIf7PPDge/nyY1/mihoDwpz61//md3n/Bx7ieOwoqyn9QZ88M0xGU1xZk1nplBS0oXQVq/0ezlcEDyv9HitLS9TTGUXWQ7uStX5XNrrgxfAkBo8PAV8rYjTSD9aLcekO+oS6YoJnjf5rbGcbVbZFL3MGSyMZ3eaGgIbG6GMg4Ml1xnPffIYH3vMwxiqKLKLMMX/2zzzMdHKM1kH491qhguJHf/Q/4tf/xaeoXWh3CXlE6f/fYv0uQmjBe/7lb/w6nTxrf9i+WyUd/kW6K6J3rrSlKDrs7u7S7XZRhQaKpD0TMDbJUagukbE0KEsGVuacRaQzxMhKz1hNt5tTVRUrq8sMR8epcExTVpXMPy/FeCjTNsMQT14iJx0it28foS0MlgaMRhM0qbmGa9oEyjUIEydgrKKuHEWuMQRpCK7B+yk//Zc/Qh0NIV/iV37ltyBbwdUxsYoEwciyeVzQpkRUqvpGvSFY5k3TrOOv/+UPCFMkGlRuuHUwYmNjlaPxhLXlTR599Ev8xF/8UTCOvL+ErxwvP/tN/tW/+yLH4ypVUMpNZ0bxM3/p+7ldHhPVgG9842l+8if/U371//5lVIxsb6+jdeQrT7yA0orRcIJzDnzJ5toyg+UeeW7pL/UJOsM5gWt8kCz4dFozm04ZTydUlcNog3dT7ruwLeGW1qAtJstQJqf2JQe7tzl55jT9/jqTyRGVq+n1O/gQ6XT6DNZ3+OpXn+bSyzcYj6dsbwx4y+kVTt79Nv7DY1+mv9wjtxlL/T7f8d4L/N7vPsrP/o3/nk9+8pNkmWhYO+9ZXV1GRxgNR3jvqWrPZDpjkBVoP8WbAhMMR9HRzQwuaspSWt2taS0MEQAlHWRUSpIGH9vERpOMa5e0mnsUNA5eMgrGpCYjUcJegcBiSgY2E2AeFSgtCWOUNPb+4IceZHtnvbVivvbUZQ1Bc+XlSyitePnpZyhcoKwdVYyUQaE7lu7aOp0846GH34cyIkVrjIEY8HVNWVU88cST1C5y/vw53nbvRZ5/7lmWBmsoDJ2igBgph8c88+zzrPU6jEYzhnXNSq+Lq0sqD9EH8tzgUjFYZgyT4FAxkGcZVe0pj0ec7q6iUZS+osCwkhkufuRhJhmEumwte0RJn9WkB+BjZDqTLlSDQR+CYjKbMB4N6WQdlE3SHMG3kGFMnO1LV27T6w9YXltma3OTIjdYI0a0rGZSE4EkYauy5tHPfoEnn3w6MaJCG9U2O0hj6xehmdb+A8LW0W3hHIh20d0XzoFtBDhSkVl69jp500v9HrXzdLpdJpMxRVejs5pnnnweXdm0YWpQAR0j02rG5vYKa8tdMhPoLknv5C8/fjNtoEruN5tH5426K9owHdctLDSdTlMFukIpjUltO+d5IQl5BT4V1k1uDVELK6+upY+rnFPxHe+8i7eeXWbQ79DISyzCOLQduTzG5DgFw7rgU7/xh3hyyasE0YuUugDVIFytU3Tllavwp6ET0w988F6GwxHBGGZxwo//hR9Em4Kl/hKTo0Pyr3+B9x7dZnT/QzxqexQba2yvrfE3/7t/jPOpt2cU9ouO8Bc+/hby3HHl2nUmcRPnA71eh2pSUuSKM2dP8enf+yIBWFnqU+iAq0spdIk+FQsKlhdSGFzXThob+0jtakJQZMaSFTmFCZw5NcAaKyqRiUVijcFrwTFVqyYZefa5l9nc2uHE6S1evnSNdz3wAHsHh1y5eovdW0d0e5ZzG33Wz1zkq49/hZ2ddSaTmq2TW0yOL/NT/8XP84v/6B9zfDyh1+0xmUw42j/CWsPaxgrXrt0UrztVPdaTku1TfW7dmJGHyIGraax1o3G/mqhjkyjMkWpBWTK2k3NewDHHGhsjT/LKEy0ueWcxyjrXtsk8hZb2N5/yQRKGWmG1QWvF937iI1y85xTlrCQEKKspGk1dlRR5wcrqCiazEoZEqF3AWMOknLV9UGsnoma1K2nEbIwWdpKvHHUMuMphc5tUImXxOi8pywaW8t5RVyWurMDkDA8PRHlT57gQyHKBHExa+FEbiiLH+ZoiyzEhYK4ecPXrz8gwBYixwi13uesTH+Tm5ZeoyprReMxoMuMjH/0YV2/cFJjSmNbgGG0xRiSTjRZvMEbph7C6sswf/v7vEn2NsZa1tXW6yytsbG6SFwUNz10rWS+NVIQPSfwtwj/5338FYp7C/piQnwUYrnmeC+v3TlVLg0oMFBJ9UVvNhYtnwEZcpJ13EYEBtUa8W22ovEuc/kig4rgasqozbACrPXlmEkMrUnlHv5sLYyppAUWl+KPP3kjS1pGiMKRmao0Oaku+qJzcW/CRuhZtpDaXpJrcj8xRgXVSt6kUh+goooJeBVaXl9E4lvsFqx1YXba8423nhNVk5l62brS5kWsOXmQ1tIKZ90QlTLLSWH79U59lVlnqZqkqk+Q0JO9y6eXL8KehQfYnvv8j7O7eYnJwwMPPfoHu7/8bru7czTPrG9x19wXiu9/LlzND5SPnljf55vPP8s2vPk63YxhNXIIPIiiPNZry+FmsnrKWK+6//0M8/sTT0i/TQIheSn5DpGtg2VbiPWQ2FQYleABFiJ4YND5GclPgA/gceiFvwzGtFFYplDIpAG1qzqQwQdgB4m189j88yfve9wBL/RWefv4aTz13G61m5NlTbJw4xdHhIUfHI/J8mcp5OlnOeFxy/cYe/X6fF557idpV/M9/7x/y/POvSKJOR/qDLoO+dMDRZDgnFZQhuBR5wM0bI6qqJrNFm4RSCIVUq9R9PYX+eTenLKdpITW+1kISSTWiSK9zqMTJb7P/bfRMs7zafqryBjkPzWdGNjZ6PPjgRerK0bEGjMK5giwvKPICgNFoKBtoNxFT36IAACAASURBVMc7R7+T41zNUtaFRM/sJ06/0V18aimolHR2ksXsiEmIjJQobuhzCp0iwtjq5IhAWOTk2RPE4FBo9g/2WV/fkE0gNbUWrbSQsHbpfxpPbLL6nW+RSlTnUNFTh0je6dF/2/1EL81ur12/zYtXr0kEE0EHUg/cBIPF0NJLI1KME43m4GjIu97zHmajoZig5KVW5YTZdCiYrtLUdUVUIUEIyasNgbqu2NxcZm93toCjL2D9TeJ2AQpKT68B6uYbvoIst0I91J6qGtMrekixRAQjPUQNYFJVkVYOqwO5VRjjuXTtGsSaM2e2sSGigqzdpuywyG3CqlNLvsRfNwLyiNJpuhhPEIjSBzIr8IvRCqMznHIQs2TgmxullXg2ShObZKdaLAKsOLO9zCs3jxmPRnhXcnJzhyvXbnDq5EVGsxlLRSFdxLRua0FQIqgm0auDKPBPngrWVAzoWPETf+4hYlDoQjEuMz7zR09wfXeM80KD/XbHm8a4P/fM05y86yzZUpfLZ3+YggzVL9g4OubFF5+nnlUoL5WGQWtCVBTGstx3VKVl5ioMTWPmwG99KfLRt0d6ueM9Dz3Mlx9/imk9IbPQyXKic3Rzz+agQy9X7Uz1CVNwKdaMUXpbir56bJOPKc0h1xMjVSiZljUVkY3lNZwT+VllhAmEimg0jzzybryLVK4E1ZGmwXRwdSB6J6XqbsisdHgie8NDah+xVaCyFXmW85YLFxlNaiJZWnARNy1xGRS5pq7LtlmJ4IfQUbIAVleXqUYlWQjUyYCpBBa6qOgmb2VcCUyg9HyxLtry1uNe/JIMc+vjq/ZHsugbwXvuMAN3vsdFyCMf/uAjHO7enKtByqpikvD9PMuJwTNzNU4cREmkJ9lXH7w0G/eSUG7K+eXKDd7XRIT/LJ5BMmIxAiYZPOkHKH2sY5sok8pnMRbBiUTx8HBPkm9BzhGik36wYn6p6wqbG2njF6Oc30vtxnQ8wliLCzL/1rc22d+73XLSm39Dyvc0sg0h9ZAlRrSLHO7t8cKl57l47kxbTKOIuDLdt4oEbSF4UL71uGuX+r9WJbPxNGHwi2X4dzz41xr49Bjn+DySdAyehx4+R9EJ7O5KtfPSck5Le0qblbGWui6pfUlhJxi9izEFKwPH1mYf7UsINnVkC4SoU84rEqKW6mpbMJnWvHJtl6DkuTY5nhBiIxYhPXgbtVcU1uTUrmap3+dweMRcGlNqCXwTucQmqSyFSFoFityIpLb3eK3RypCZjGmdobIuPirqCFapuZKQkoKuqJJdSRz75nqko5WhdhVoI05VHegoxyc+eA8Bw7iMoAf8wj94+XUe0Px40xj3t9z/DibDES+/8iK5kuo7BYk9I0kakzxjfNLaILDSH7B7MKFvKh65rw/6mMFyjz941PHUC4b3vb3L/t5tJscjgovgjjm9vYw/OOadZ1ZwCauvXEWMIjblgkA8jWdO83Xhm4ZS5bRieFzhq2POndlGoxnNSkn+aYGI6tqhdcPiidTekXf6qHCbojtgNvEcj6b0hhP29o6w2uJcoC4dB7du4n3A1bI5TKdTvv71p8k6vZb6abRh58QmtZtydPs23d4SPgkQaSXeWn9yjO8VlBOFBZY6HY68F3VFGl47FIgn6NNXqQZ9lYuuXqdALnm+89FKpiVwh4e++K9KRlcvGvwEa4yOhwx6sQ0PbJYRknSwDwFLTDROn/rPanSW4aqSEMWjJkRUDPgEK4F4q6LzLdtJXSOtXVu8uzGgWuQZdMJbYxOTQayT0qQLfO7Rx3jf+x6irnxLZWssn6ZOeSAgBuppTUtbTolfH1ICMPgUKcJkuM/48Aibd9ja3gJt0DYTcERrTAjMJjNm0yl7u/vs7d2mk+fYTCi20qhEYJGYkv9VVbG8ukKZ+raCbIBKaQprmJUlIUQe+a7v5DN/8MU75/3rPevX8eCbn4Mk6xWKuhzTtR2Wl7sMjx2KID0QEp4kz8ExngwZrCh8nMpaMYq7z5yidkNmpcLQ4eBwyO7ePlnWo2k2MlheY2V5jWdeuJb077p4NSE3Cq2lEKmRMAsp6jEp5yNNdwL9TgePUHRd9C20uCi+GJNzRoJpijyjYyO7RyXGJp0cnfHNl27TsZqynKGDwFsxeIKxEsHT9Adu1kFSM0WoqxpNXddkppAIwch8zLTQNGOA5TxS1Yev92TuON40xv3rX/0qxmi0j7joWk3jpspMRfDBoZRi//CAjfUtrMqIZcnKwPL2swW+GlENHaeXHe84o7k+zHjmmuaeW7u40T4ntlfpFQNIHOteV+NckBZ9SuO8QatU6MSrPJc0EdvKsCjL93DkcEFj9BK3j2pcjPg6kncLuh1NXdZkOpcWY1a8v6g0q2sbrI/HvOuBt/O1J75Jp9/j2s09ZhOPD5Gq9DjvCZUImdWpw4+xXaazMWE2Y3m5x9HRMdvbW5SzMYGaYmmZw+OZQA8GFJo6eu46tcne8IhrIWICZEpTu0oMsA9SUAH8wIc/xr/848+wl/IYMbGWbHI9pNSdV3nyKdmjGpM+R9IdCPOpoVymlyMOJ3NNDzX/XYgUJnVfSpCJq5L2txIYKeBTXUJDHxNYQSstpfbMWRDiiMlr5kJYyeCrCCG0crXEdF1Nc/PUwHouU6EA2RQ1mvvufWuaHmHuRaOk1L5JvqV51OjjNx5aowZq9Zw5opXsnBub6/gQGY2O8T71BI4iLey8w9VOtPR9pFP0MDoxXJRLkrALUWaM5JllNhnTVLRCRGtDqB2lrxK+LNhzI+/ccNYXvsyPhYitfY4LbnyIAR0CeVFgrGFlaZWD0a1UW6JQhMSsikQViTYyribkeQAsKiim1QRX17z48hgdwLuSSJ9Tpy9y7cpVMlNwuD/l5vWXcF5+rxDl106msUBQQm/2RKyPBM0d+QBS0xlUbOE41PzehdMeW1ouUWGNxupIf6lL5iLDcUntHGd3Vji5mTPoZ3Ry0Hi8F/gl17ZtmhOT/oa4EGnteIcysgGZ3MoGkJre+JSGttbinCdTqllZ3/J40xh30e12YjiCUMjqyjE+OOSet9yTGul6jMlYW1lB43jlxStEakwN6njEyRMdwkYkZktcOLeCurSLW7nA155+nofv22RWeZyXkNEmgNdHJ/irUiglmJq1MuA6Sts+n6hTsY5S0dZAOCHS6eQcj0q8zrm2O02iYRlu5piWiRugZ61hUxqUNhwe3ybvDrh89SZZ0eHgcMZoNEME0DwKzWRaYSox6nUZGY5mrK6u4v1ImDzes7OzQVRCutvbnaWIo5LJ6gPWarKoeeJoRghCTauVwiyW+CtFTLDNP/3DPxAp28aBJYKH6CN5kWoRmr8xGXOlFn4mnmLDYCU1TFrYCe44GodfmbRxKoWxiqu3bnLq7H3MpmWru+GdI88KULEteY+QqJN6YSE0uppypNhEoA/n2oUbG4ZJYjiFJIG82KZShiAZSpU2iNBcd2BtdaXdXEg0SN+0UUwNxZsQcPGKWrAl7Wjz7kuyQajmvOk1jTiWcLQbRlEgqtAKujVutG4UuqLAAIvy0cYaWOgL0BiuGAQisFbPb34+Au2zWvx/hFb5skUz1Pz1XimevXxMVZdYbrGxvcqs9tgYKEyXEL3UlKia4+qYfqGppiXWeMrxhK2dE8Ixn45hVqYxVDz15Avp/OWdV5mw66ACrnZoKxi8j4GssPgY6fa6QhVOjoKOnoCDIBsNSc43s4UUQwbp2WAjrA86rK70uXHzNie210FbrNYcTyYMugUnTmzSzR15HsmKnKAMKgi9sU7yHEolp4GERCQBvSzLRX8nSOPwGKSK1vuIzSRHEIG8sJR1RZ53Xn9BLRxvGuN+8/p1VjdWya0UmUgootlYXWb/9q1UERrxdQVacXw0Ae+5dnvGBx+6i2ceP+Dei2exdoR3AW3HrN3bx3HA73zjKh952xq5HmG1xtgscZEDMTdUVSTXmqkTLNMAaDAxYAzJ8IE3CufBeUUVpN1cOZnRTHttDGUVmM1mkuQKNTFG4Q0rnzz/JhxW5FnGcFhSV57JpMJo6florcGHwNRlZFrYAc57jseB4egGMUYmk120kvDVOVKyZ+5fiYLgXAyt9k1hErgYGQfX9n4FeZkHXKtpEVlczkEh1b1JTliRFMmVbFg6lawLjNNsZIrh2FMmmsrca4+JlZKqT6NoeSgllL7gNV974inuvmubohClTR001ljxCKPCmLnuvLYWkmF2rfY87Vg0FX4+Vu0mKxuXJLk0IkkgHbPkBUZpkalNC76hzVilcAqwqvXi5g1DUll7StY1b28OBRRFQTkrZUNdiA6bKkUIoDKkk3d6f2rK0vaNbYTbIKmWh/R+JGkcYV662jBdxFv2Vd1sIcS0EXovEY1PAmdh4aLbZzYfzjt/RxOxtaMtcEcUJ2ZWG5RZJiqJSJWtmdURhyb6pNaIBxuZzDw7a2dQIbLaL7Amo5dHZpMbZLg7Nt5Ikh5pKLTtNQnt0GSG0eiYotNH64gOnqKbMZuN0RFWVlaYzMbo9HqlFYO8izaGygUOjqfoOGV75wS7t3a5++xp8CW3bt/k7OkdsuCY+cCNW7ts9CxnT29RTqfMJhUvj2YMjw758ENvoyisODo6cXXSWGmMqIgSCS4STJSCuLR4ssxSVhVFt8B7cWxMwucLlfNGWI5vGuO+eWJTJkjwqBQCG6QARGhz0hQgt4rrV66iyLj33nO8cKQ4wQEnv/M0ZXkEQRZrGT1GK8ZkXNxa5jPfnPJdd2fkufTaVICOgU5eEH2FVhFySdT6mIoFmiw8Us7ctNOsA5ROHtJgeZX9w2NQMFjuE3wQpkQMqCgPtuhKMquRzgWQNRjwToGy2EwSXDomo6AVR8NZa4i0EWrlvMhCMEefMHMRA9N36qbTsv+EP86rM+yx9UQbrKXBx+Vrs1zFQA6WOphQoTTY9LcpXGz2FSleEoRTG83e0LWUyPbDIOGOjdFMtihGYmpXBxmhnkFuBdZJagaq9aDjwnX65gOQLmux/b20WpQ51dBCxWOTyleYC6eJ7KonM1bkVxMvWvjRkaZ/rHOOLM+JhKS1UpN3CkIdKKtKGpMs0AMTb4kYSV2x5uMam+uhBZDkmcRmg33V3/S5DWzSGjp5ehhlFlhMkUbpX+oUGkM4pzYKVJVQ6RjwdZAGGM63bJp5hPHao3XUF37fNvAIiun+WO5Dw/Z2n2zZMzk6psgiSytdOl3QJmN81aBDDj5DRYk8FZHD8ZAsN1DNpUHac7dztMHV24lEJ1P0N5aYTmcUWYExkOvAYNAhaM14NsEacK4mVwYf4fB4xPmzp5mVgW6nw3CoKccjVtdWmFaB23sTsrzDlRv7lFXNvffczVsGGR3lmRFYWe5SVZobt/dY6vUk4gyB6DxkIrEtsgsNzGNIov3iUKQaDJQWHaY019GKouhIsWHqQPanqkLVolI7tUiMnlA7jDWMjofsXd/jO95xDjcbYaLlxPoyl67d5OtPH7IWFU6vYLVHKYsHpkGxP8q5fvuIB9+ScWFNcXww4bEXDe+/L8dVYmjrqJPnbeayq6rBlU2bcCKCTwvKBygCZAbKOrJ/cMDK2rp42rNkKEPAx5Kf//mf5ef+m59nfXM7GYkmURNAGWGx5Ib//Cf/MwZLy/zdv/v3UDFL/GOf+MKBD3/k4/zhv/9/8D4QUvNopUJrVJuQvpESaIyKTPvGoC38glbEFJQhtmF8gwMnGIJGs8NDUFg3ZXO5AwSUic2cpGmV13pPSvBUbIb3TRJxflGqwbrvuNy5xnzwCm81ed5tJ7tovkudgPeOLOtQ19IAY44ENHQ1MXWRiI8+CcXp1kML9RyvfPVWaFIzF2jGtqnKned/bGYxBqrSU6adoS4riSKSnr1PEgtai+ZO83kokk6RwCvWGJyvUciGUleevJsREkQYfUCSw6l7VkwbcmzkMtKcI6JCJG851QuwW5Roq2nIruXGZOy0aJz41LBZ4airCqUtbcs/tSg9PR+4RltfEuNz6mDKdULikDediY0+ZjaV5iiDNct0dIPSK1TQGBXYWd9hNp1RziaoXoaOjvF0SB09Wbxz/jbGP/lBElrGSGYCK0uGlSJgDawUXYy1TMuKzIA2juAVq33LZDIjhMhgZZlbe/tobXnh8oFEBCaNm8owrmQ0mpBbsLFgdW2Nsjzm8uVX0rNUWNtjadBBa8f5U+ss9zOBx5Q4Bt47isy05IRm3TSwpNE6BVuaGBVGWZSVa7DKStI2RKmKjQir7Nscb5oiph/5nncz3L3MyqDg7PYaigpShzitxRuMPqCyjOduDrlra4Vf/6On+OHvPk8op2zvnOHSjX1UXbG2KvQp0VLRVDWMq8j1Y83uyPHO05KYaErlG+82xKaiMraNFUwTcibYIgYIUVE6zzeujTicddGZ6GX4OpLlhv/2b/4ctZ9JO69b13nq6Wf5wHd/N9WsotPto4BP/canODwY8tM//VMoG4keut0uk0lJIKC1QekMH+uWz+wd/Ownf47N1TXq4NtmG40CY1uB1xj5dDRaISreuVAbgyAPIeC8w+jAyfUl1lcKgp+SG5VohhqlpZ2ZTlBMg1v7OqCtFPCEBB3EGHFe88QLM6K2uFhjYpI5bfjDxtD0uGxDfC3FId/7vR/k8qWneeAdF7BZRpZ3ICXDtNLYxKEOQQxgiFHGbzbBGMvGxha7t28CoHUmgmCoNgnbot4L0Elk4f8xCUn5SNPvNIQ7X1fXwl9vdpfofXISlEB00yptCorae2xmyWyG0YZ+f4npbIq1mSRdjQKvyIslbu3v4l1NiOC8dFpyLhK81Cw4L8l253xiDEn5vtWRzER2tgbo1BAlNrBObAyzXGsIsYV6QpoX3su4/M7vPUoIGd45glLgvTzbECA6QnB0ux36vS5bW1Jct390TDkZc+rUDtdvjQlaUbs0FTVEai6+S1EqT1V5NjaX0Fqw7qryrHROo73BhTLJ7ebEHA6Ht3j2yX06vif9Tm1kealLv1u01SjCjRdmmtiLSGEMVov3E5BovA6S5M6sxRiZcyFEtM64dTBieWXA5SuHnNwe0CsUzleCGriINQqTaSYzT2dpwCuv3GRjYwWTFdy8tcddp9axqmZ5qUM3M5jcUOQGrUVEL8szMmuF9RXA5Bk2z1ExYkyGNhZilAI7LVCkj4GoDSFGprXlve/9IFXM8dGibc6f/djH4f9vEZNS6q8Dfy3NjK8hfVFPAv8MWAceB/5SjLFSShXALwPvAfaAH4sxvvztztHrOr62N+ETF5bRlIg+t6w+m0L1QOTfPvo8S/0lvuvh97L+jQOM7pJnihvXr7FWZFRKMT0eE9MDdTFQeyidoms8qp7xjasF5zY0hWqiIhG3yrO0+1uhqTVc2cZgBhTBR6oQ0cZSGMHRQh1QRvG+9z/Ixz72UZyXJKDWlu2tHba2diBCp8gh1EQif/7Pfx9Kw3hyJGG1C4yOh8SoyYocow3aVq2h1CYjhpK//7/8Tyht2L+1zy/+4i/RVB1CCllj6yMDiUERQ+sxGONx5YS7zuxwemuF4GYyiaN4nlZrQlAo5VE6b8+Pj6nIq6HXNZ4weN26aqJYiEAgVinefU8HnRdEFzHGkRkl2KvJqSqFsl329o6oKkdRGDbXBxArqv3nefHFV3jg3ffTX+4xGo7JMil8UZm0+Wu81iYpOCuniZ0SuXnjmtQXAMHXafNuBLiSx2Q0rp57uEKcifR6XSbTKd7NN8mmCUk7tlpwUYk005gkLyCmvIrRUSpddUauRWPdVRVeG8pqT/DuMJLkKGKEsDNiqkJsvYoGXW83pQbyaa5G7quJ3IwyCBc+tjCdNgZf1wu5lNB+dMvgQTasQS9HBU1mhD1WZAWZkaIgnaAClQTDgj8iLxSrWxlGr0CsKHY6XL49w6OEZpq2b6MVKsj3S70uVTWjch4VcozOcXVFTDTFoGBv7zqZjbztrhU6tSX6xPJRCqUryTlp0GiMkhaGc09YtTUMVjSRhXceFLOqIrNdYgCjA8FXbKwtcfnKDd5y9xYWh9UKXdiUP5LP9QSK3IKqees92+RWerWe2DiJBbTpoq30LrZGk1mDsQZrLdrYJJZmyTo5yuTEWGGyJUynYDr1nDx7D6snzoDPMCYntx2catr5KCofOZ7MiGFGt/vtLOobMO5KqdPAzwD3xxinSqlfA34caYL9D2KM/0wp9b8BfxX4pfT1IMZ4j1Lqx4FfAH7sW51jayVno1PxA4+c4Tcfvc2PPLxKVhT4WuhByoiuy8mLF1BfvMHR7SGdlT7nVy25m+A92KgpS8W0Dol+BFUI+KDxaGonlKjNtS77RxXXD/vsDAR7z63Ig/rakefyUKzWZDpVTjbFE0pR14EsCm3wwYtr6HzAxUe+j+5gM2G9jkbYJ0ZRtmuaH+iUiY9RUZYziryg6BTUVYnOpPGCMDgqagdIRbRAKKpEoZhNK7x3WBv4mf/6r+FdoC4DLgRh+SDhqtaKTEcG/Q6djuXWjavcvnaNVy6/hKtqOlbhqym5BadBYTE6w2YixxrRKC2MG60TLkWEKC3SWksXpP/nPF5PYaeWoDmP6dqNIisyqrIiU6D8jEFucbFkaTOglU084gnWZEzG+/wnP/JhfvXXPs3q8oAf+uHvYTqeYosc7Rza5mhjpRgsSmg8D1eCNMkIzXchJbjDHZz74AI2aYyrJv8QYTqdprkvVZZ1SkLOAyLB55rG5JAw+cSjb6WS8WRGp2SYaKE7Jz0+jSGpY0IMDhoJWC/UV53UICNNCN6Mf5IEaCOQBW4uEeUDdVWTaUnUya8EFpBqUckrxATDuLJGpSgIRIJDx5qVbpc816KEqJrK0BTFmMZgSy0oinmHJR3oq8DpDc2Vm7WI68UamztyvUFNwBnD8dGEXi9DE5iVM+hHbG6oZjUxaiblPpmFahZZthk2xLbnqVZNbkc2HGutSAan3EvTwtEq1ZIIYgiiqYNibWmZo7LEIcwhm1tyFXnL+U1yrdBKICltGghF/mRCdcMHj80NJougcrTKeMcj34Mqutisj1UKrRyESKdjUrPvJSLSlCQzGUErlC5EtdXkGGOFGBAjla959vnnGB4NuXD3BTZObAtfXweWlroYrajK6luZVLnubwfLJOP+eeDdwBD4TeAfAb8KnIgxOqXU+4D/Icb4Z5RSv5P+/zmllAVuAFvxW5xoZ7UTf+wjJ4XzmxV85rGX+PhDZ4S2pTX3PfggX/n8F6mmJY9985CT2x2ujiIfOH8SHcd4V0viNcs5GpfUTqATCf8NPgqFUeisAhEcTjyTcc2F06t0bcBqT6cwWBPo5BbT5DmUSslM2cGjBrwhGsvdj3yCaJelmlWlTu9G06irNOG/NZZLl15mZ+cEGxsbXLp0iZWVlTZRSfI2W6wXKXwajUdsbW+17b5CiAlWaFgWjTyC/FwrJBlNg4ODirIxxUbsKxpefOUKaysrDJYHQPLGcAQXWwZOkWUcXHuBSy+/yHgyJNQVvvZsLGVU1Vg2Mt/g5qnarnmgC8BsTNhyQx+UOQU6alFIbDaDVBbVyh1ozdqpU6g859O/82Xuf+Be3v6281TVDKMNRaeD9Ov0bQJvAXpvbWFShmLOGlmYhv8ve28e7ct11Xd+zlBVv+nO05ufnuZ5siTL8oDBxlMCwmYIDabpBd1OGrrToRe9FlkZoUPcNAQ66U6zyOqYeYYVSBqIBwzIki1bsgZrnt883fne31hV55z+Y5+q30+yZAJyI9l656373n31+93frTp1ap+9v/u7v1sDQddzSpzTGqmJmLTYcs8YwJPhY6TkfCUm5SP+64VuSGwEnloIsrkMhkOazYyX9sRUWhq1e21xQSoYywBlURJ8oCwcpfMUpUAyzgk8472LUUWJUYFMB1bmp1BR+71qKhMIsnEQDZ2yEGDQLzn65DPMLM+SNhOefOwp9h/Yi/YOV5aCGU/OmaLGu6v/6pcUPiiAqC9jNVEfR7FhFNuux7AUzfxWy9Jpddjd3GFh4SC9/g6D3o6w2VRgNBQcfnB2C1W4miVkomG3SmGtOH/GCI3TJrE03wlsaawW9pzSMQqPaWhjyZ04jWWRk9iEosyFOqxiv9sKHw8VYUp63fqgRGsezbVv/zaGqkGzNU3WaMgziWzIWZZK7Y6VStMExdNPPMRzLzxPmmS4MnDTjbdy1113Y7Tiuptu5MMf/l6eeeopRnmJVprd7i6/+3u/w/d87/fV68VFSO477vx2eDWwTAjhlFLqZ4DjwAD4BPBFYCuEUGWmTgL74/f7gRPxZ0ul1DawAKy90u8oUTx/ZkCj0WBqxtJTU+y55BoefvRx1k4eY3d7WHtnb71ikdymnN3uElyXkQt4Enb7I0pGDEuprq4EicBFvWTEKKqSEBStTHNizbPx7BZ3XNEhjcJDJhYtyF3VgvdbK809COwOA1d943fifSBXlo3zq8zNz0sDEIXgm8SNxQe2d3ZIs4z5+QWsNXS7XZaWlijynCTLxEPzjqIQXXHvHPML82xtbbGztUWRFxw8tB8w9Hs9kiypKYSjvMBGrE5KpAWiUUGScDWmGgsmfPA88vAznDq3zjVXN1hcWkLpyuinUp6KZnV9jZWVKRaOXMPC4avEeHvHX9z1KVz3OGlUEDSmMsqeF5MPdXwQJ4B/E2KLMjkuz40eww9ED0kLb72RJoy2N9BpyvvefgmfuPtJTjx7gne97XJyrzn2zBkOHDpIs9Wm1xvUYm3Wincl24YkNHMnNDIdhIGutMyN8krmqYJrHJEtk+CqpKyLhsuJCzjukyOBekAYDl52JM6fPkvx9EnytS7KJiTKg1bsfe9t4AKZVoTSiaBcWcbko3j3Wmt8WRJMiwo6QjHOY4y3nXr3kX2s2rikGvexh77I/FSb6ZkOiVGkicUVJWWIDAwMw6ikpT0c3tvh3NkNZvfPc8OVhxiOhuS5DDIAoAAAIABJREFUdJSK+cLxnVQVgCNfld64iRHMpFEUSQtQ3hGURWPo2FlUOSTVUn/R3x6gTYMzp0/RsCmNpInzAZtMMTWd0tAphVG4XLpFJVkWV3aJShr0R31mMkvpiG0SQUVsXUXoqfLAtZZ7L9INQBiRpSnTnU7MZ2S1RpWeXLsx52KiA1IRCZxNOXnqBFfc+A6C0gxGQzrNNoUrIQlkjSxCMgbj4Utfup8//g9/iDGW0pdoMj73F/fSaLfwXprvzM1Occ/n7mVjbZXp6VlmpqdJbUJ/Z5f5hQWKYoS1huFw+ErmtB7/JbDMHHAncATYAn4XeP/LvPXFcfnLvzb5uR8BPgJEpTdHubPNam8AxZDHH3qUZnAcXFlhmAvbwBrFKC/Yd+nlXNp7gf5wIEkSL55y4QOlj2JdRoMV/RGvgOjBeidZHmsMC9MZG92CNMnIEocxAWu0cLmVQnmFyTKUgi1nueot76dQKT5A2hQ9mIXFRVkwTITjQTEc5tFrEjVKaxOChzwvBCe0Bq1C7PcoYXin05EEZSkGPstSFhcX6PX7PPLIoxw8eICFxhLeCQc6SWwdmodgYtQesJWAmZdKW+U9ziseeugJzp5dZ3Z+joMH9tV62AqPgKOKMi/Yu7ynZpxUUYU1irlyHZJAcB4b9aYrDFeFcUWm1uLJV11ltIoNPYgGMoTYTUbmGKXq8m6tDSZy27OGpqQEb3n/Oy/l43/+HEXuSGzOvpU5/HCXYd7FRh0VX0CwNnpslsKVuNKJqp6SugafWLq9Hv3dHkUR2N7eIi+kxiBRmmajSXcwZN++vTTSFIzBS6k0nXabYZ7z6KNPkrWnmVtcJmtNs7q2jcbSbLdJ7AznN54XgTaXM51AaFmO/tmf0mg2GQ5HHDh4gH5vm33796JNEqGtWK4fGiQLM4RQ1Hj5+O9Q5zaUZgyVTeYRnOfqiw+hQgFBqmt9MRLPUVVbkxRZycd7VAKLK7M8+egLOFdw+OKDJEAZk5M17XRicwm6ciSQe1p9Ra2iEOFBq+TZ9ATSJAUsU80kQlqKpmkRtKfZoY7+2o02XjlxtLxiOPRsrQ9IWw3UqKB0JalW5K5L6TyjMqG/MyBtt1mYb3H8+ee55ZYrKfJdtJdkcJAARlRH0wQXHB3bjElyh80sWgkkVNWZBO/Ii5wszWpGllJgTEJpMnZ8i72ze3n8ice55tobWJyfRylNK9q4e+65hzve8hZK70Tw8NDFfN8P/l188GxvbHDvvffTH53krW9/Oxvb6ywtzHP01DH2XbSHQ4f38Uf/8eOITIXmueeOMhoNBSq0lk5n6mXM7Ets7H8BLPOdwPtCCD8Y//9fA28BvpOvEizTbmfhlquXOdSBnZCyszVkZUbLAvOSzCpDidIGQuCZrQEXz02jgseXBWgbqY2SNPEoSiBrdphfWqYshmyeW8NakTutiqQoPDprsDJn0G5EkihaWQIErHFolXL1Oz/IQGV4ND5oRqMRadoQr8ZP6ppHYydojCSEo5H1wZMmaS38FJ8H8YBqEFhF6lvAJhbnRI8mQA3LVO970USGMG5jV2OwKibKQvSeAp/97Bc5v7qFR3PtNZdx8eG9dcKnytuZ2Ge10sCRXKxn2B3wxD1/QJMeZfAQnOi86MlqxsrTlKsvyoLEiO9QNxouHdra2gt6scSDVAtbLRWoWSMlbSYSdfkoJmgS7rr3ON/8jZeiiXTDiuIYADTa6ppjrlRAa/GSvPL4mITz3mG0CHUZneAoCEODQuNKMTJaa/CQpE0GPhC8FLs1OzN0C8+oMEy12qxvb3P82HH63T5lWZAPdrnm4DSHl+fQyhGMmFJrEmzWoN/bIE075KXi1NlV3vv+b+XkiRfYWD+LoaRUDR54covb3nx1hF0CRVFKIYv3FEVJ6TzeexGn8w7vSrQKWKSDV4chBtHor8AqCZDG24SPf1WUSoIU27lSceKFs2gszo2YW5gjbYlAnVES2ShtSFXGiVMnKApfJ3IvOrQnQm1S/Ocr9pYCp6C0Ka7RwSsjImDxvqmK1VIB5JVTAFhSjj51kq2tPmVwzHTaDIZDXFnSaCQMipJQlHQaWSwGMrQ7GaN+H6sD2o+44dq9WEOtzKgAEoP2VTQkG42rKpSpwDJQRkdYSiISpRVl7hiGjKmVI5zfdlx1862cPbvKB973Pob9Pom2lE6ofkbFIjnnpK1mZSPiMx1CYHNri353l5npGTa2Nzlz6iTNZpv/8Ht/QC2nrCaelSD8/McefQJejZ67UurNwMeAWxFY5peA+4F3AL8/kVD9Ugjh/1ZK/TBwXQjh78WE6odCCN/1lX5Hp52Fq47McWhlhocfPcGhfTN0GhIEBSehnQuB3AWOb5YMRjlX7ulQqSsrZXA45lZWMFlLkrEAyo4LSpTgz74cMdo4B+WQVCtSq8kMZJmhYVP6KnDTbbdj5o/EEDxQukB/lDPV6dQFL9UTU2GzFZ0vbTbYWFvHJhmzM7MUZRlvrHCJxZ6rmjMsrcQEpx9n7AJlWZJmSc0GEU5sVckT7w11DRDjaseKFklNg7v/wUc5fvwcW9vbXHPDdRzav8Ly4rTMnRaoQZuMEFyku8nv0MGTj0Y8fs/vSPm3d2Is4u93UXq2LoasYYsoshTEGFQVo1Xj4Jfi1j4IFKJ8QNloSKwmySSkDbGS1HnwqsGf3vMs3/LuSym9qs+n0jYxNja5qH9NoNQl+cxRspajLHPy4RCvGvhSaIbNLOWBewyznSs4fvRprrvkEtLdHqOdAeGKKzBJg5n2DDu7u+Rlye6gS687ZDAYsbW1xfb2LmhoNZo0MksrTWg1Wxw/8QI3XH0djz7xrBSlxA0jLhiUDtxxxy0sLrTYWVvFqIKk1cA096IMhOCE+liKIXfOU05i7mUpfU+jGJYOJalyNPwIFUZoJVFoBVWoShgorhMfgigcRvkEH4LAQjHZ6kuFSRrs9oZsrm1LC8hE00ybZE1Nmgorx3sHThKRp06cBQ37D+xBGydSFFZufNCas9vbTO/di0eDFQ2Z+llSiqCgv9PFFQMSF3j2hT6D3JFYqcpcnO2w2x3Sz/sCBWmJPBMtpfrGWnxwGDRJKhLec7NtLr24QYqTXADCpLNGiVKp1pH4UFUVjytfQxDcHlRN9R0MHYO+Y33guepN38BGb8TlV12Ld5IsveKyyzh+9ATHj5/gs5+9h9mZWWZnp9jY3KTdbPPsc8/yEz/x41GrSOSafTmK1amBTFlOnDzB6dNn2N3dYTgYcerkaZ585hkSbUBLvivLLPff9/Cra9ahlPpxhPFSAg8itMj9jKmQDwIfDiGMlFIN4FeBm4AN4LtDCM9/pc9vZDYc3DtHOdph72yDfStzhMIxHHm8gtIr8tJTeMWJrQLtSg7Mpxh0FH+CW958I2mjQZZm9IuCMmiRDYhWtBIIc2XA50O2TzyNVYE01WiTcdG119BoLLDv8D587Jyyu7uLNRlZs0UVl5WlqxsB1AY7MmA2tzYwRrisBEV/MCBNEnr9XRbml8myjM2tTbLMMj0zF73IQD4s6A/6zM7N1cbRh4C1tmZFjBNwX456+UlENu703otn+9STz3D/A4+RNVq4suC229/Mvv1LpJKrrr2UqmGH1BYJNLR++jhPPXg3iR9IxKOCeEPRaBLEKxeEwGFFqSxGAl42o2j5TdQvmaCr1A+Q0vpF1cgowUeTzKKUkW5QWgGavAwcOz/k8KEDZKGLAMfU1XyidVP1HRU5hWFRcHZ7m0eeOEtwJbfefgdPPPIk199wM+fOnOXiRkL+7ClKJ8myUXAUBAbDkt7iFAsXX0R3d8j111/PseNHuf7a6/AqRJ38kjIIB92VhWC3o4L/94/+RMJO5Sm8GRcJKaKsK2gV6JgRS3OWw0cO00gNJmvC1H50EiOWCeMujoIk1JwTFZ2iHIKLPHfhhRGGPRJVFSu52NRD1UV6SmRp6nulQqgpi945EUvz1AwaImssxMjSO9lQTdRm8kGBh6J0aAw7myN6w5xm1mZre5MjR/bRnrKUUeuoRFEY2O4NKQuPVoGgA8PBgMX5WRZnGoSgeOKJE5j2EZ574ShJ0sL5kjwvKUtHI9Ps37OEc47t3T5WebSxDAZdZmZmGA0KRmVJ0CItcu2VSzSzksSa2GYvwkrVmtGggkZZI4JssfOSMG9Ec10pSBJpfu6dpjt0pLOHse0F8lLz53/+GS6/8gqstqyeXeP8+TUOXXSYnZ0tLr/sUu7/whfRChqdRqTdlvyLf/lRBqMco0S2xHnR1Vncs4fu9jbOFTTaTba3ttne3kL5wNbONuvrG6Rpwk/95M+9vjsxpWkSDi22+MYbF1DB4YKizAOjEoYuSHNiF+iHhBPne8x0Ujp27HVcfMkB9u5dYP/0HA2bMJyd5qprr+cL9z/IcFgw6A8pS1kYee4IvqQsc/YsLaKzlEsuvkS6BAVZ+N1en0arKT1AJznkVJxg4eJWHu762iZpo4FB0WhLVyQfHInNCD5QOMF0u7s75K5gaWGRRiNjZ6cnxQ3GxiSUYTQaMjU9S1EMBP/t9cjShniwE5WTYwRUjLJzVVd6BT5QOM+ZtVU+8+l7UcowyHOuve4alvcssHd5MWrESCGRL11sZhAI3tPd6fH7v/brpCoI39+4aAwcWRKYm26SKYPXJVYFXO6wBhKtSNKk3n+kMtRKeXsQGCogXnmlNBWixasqgaVopCRtJmhjYncmgVq0NShlKL3mU/cc4wPvugJXDOMDKJ8jAljihZUh0O2XnDh5jq1uwahsQLHFoYsO0h86ZtpTTD16lv6oR9CBkbL0tRITGWA7lBSdFgvLc7z5zbeAMZw7eZY83yUfjlD4WAQW0MDO7hbnzpyPwlSGLLMszczSnpvGuQJXDEmsxmhPqg1GQZookkYGVmFsitcZ6exBvJF6A1eWInlROorCiZEvSpSGfFQIRdGLlK7Go3wJgwEhFCjlIyVWvE6jxYhFAguKSCm0olninRg178Ubr7X+4zqvArSqKEpF2iFEeqaqIkFDcCUugEkyyqFH65TnnznKoF/QbDcovMMERznKmZ5vc8nVhwk4jBbto9xp7r73FLPLK2xsbDMsA8XISQpbaRINiZWaiVFRioNgoCwDaWqiFpWoh85NZ6wsNFheyGg0DVoLF10YNJKjw7la4gOEO68iZU649FIlao2N+L2hKD3bOwOyzmHuvv8xVvYepruzS6s9xQDHt/ytD/D4lx4nhMD6+hrf8cFvp3A51hr+9c/+HySJyDykaRqjKce+5QXWt9c4cPggqYFud5fV80Ouv/lG3nbH7ZSuYGdnh05nhkajxZ1/+0Ovb+N+6MB8+O43z5AlijyHgQCsOAejMjAoAqMC8lLxzKkdVhZn0MqRZgm7vV3++x/6QTZ3tumtb6ONoTE7S1AJ/d6Q7Z0+2zvbnDm7xo033SD4mVZ02g2WV5aACraRVR+iHoSON1G+xIBqo9jZ7lIWJTZJmJ6axgfPaDhCWY01grFrLVLC3a50Ppqdm6PIS0JwDIcDWs0mo6JgZnaWQa+PMZq19Q3m5mYxOiHgWZxfYHNrUzjnPjAzO09RFHWfxwpyqEvSIdIp5Rq++PAjPPr4k0x15kltyszcNAtzC1x2+SHp9FLB/RHbUXiMSfjSgw9x96f/HBMTYlKtG9kCBrIUWqkmsYrMKlItWGyWRDneCtmNy0obI0p3CCHPI42FQ/T8K1YRSFIZ7WOVnhaWgTXSDxSRqJWmUpq7vnCem27cSyeV/qXKTOqzqCqwwIdQNy5xXvqVpSZj5Dx+WHL2waNQKpS29IFciTDYSAeGDmyaURRdUhswOmFzZ4dWqlmYn2N2doqlpXl8cIz6PcG+PShjhGVCwBqEb66qqCWgtIlcbYW1iWx2RqGswQVDOn9xTDKL9nxZCjxTlJ6yKIQK50SnJDiJHojGHV9S9nvoILmT2MQKq5WwPGKUE5RsxpUei47rR+AZoXK6Uhgz2ogKZS2bUN3gSp4gClpJz4KYOCfeW12VAE1EhV7RG+YY3aC3u8XS/AEeefBhrn3TEVTsmjjIPV986DTOzjAcitZ8MRI1xNJ7UpMyKHO5ydZQFLJOiUsaDSvtFi3raExbFmZTZmYS0obFWI2xsX2hF4kKi5X2jmYMmerY/1cZi7UWH0oS28AkmixrEtBsrW1x7vwujaUjnFvr8/TTz3HZVdeQdVqE0rO8vEKej/ClY/X8Kt/2oTv50sOP0Go0CM7xB3/wh7RaLfLhiPmlOVaW51hdPYe1kCSG7s6IXi/HOc8ll13K+uamSGQQmJub4zd+5bdf38Z9aa4RfvhvHcQoKF2JwsQstjQpGPiSPA/0hyV5oekXnh/4ez/Ew488xNnzZwUaKRPOnV9jdm6G2eVlNrb63HTzTRilcFHHJAAzs7Noa2rs08fqQvlfQEQGNKAJrsQraRTR7XYpipJedxelLHv37Gd1dZXpmSkx8IORYP3O0+60xb74sRKj1gpXeqyVAomiKOn3+5R5SaOdopSR6sCpKbo7febm5yjKEcPBkDRN0CqR8LhKwta6tGORKe9FCuu++x/gueeO0enMUvrA/OIcB/bsZ9/eZWwyVoMMSmRHy6LEKsXH/t0vMtzeidQxScaJEfJkiaaRaVoNTapFV6aZKBIN2iAktAgdGR2pp0ahPRjjJQcSG1cItXLsDaJULTjmnHjexohxD5FpEwGEmGCG7ZHmCw8d45tuP0KaKrStPjtOTWXcq9oAqWSJVEvxWJ1T+EEOucBfuZeGCCiNzixOFVEfxmJsTDxKjb5s4KFaN3JmRVFgdWQwhbHxq5gj9W6qhAGhVDQgWsk90eBIaSweJOjYJDkE8qKMXrsXaMZ7ilxyOeK5O2KRPSp4eltbJAYyI96sDoE0kX6rOn4FL1zx4GUDEimLyWfCS59XPCqRLkMEoQjqQNTLUVAVtMWkudG6lqdVFWeQmFuqICl0lFQAk1iaao57P/sA1958iEZTNpHCa7oDT95tM9jskRaKk8MuW8MBhTYUqFhfomqYCKKDQFQYNYpDSnFtO8NcMwOJE+MNJFmCjfLRVctHeepV1FwXWBSEfmm0IbGpJFi1pHt1LEw7d+Y8a1tDRqpFY34vndklWq0ONknp90ekNsFqg1WWc+dXWV9d5T3vfQ+fv+/zFKOcp55+ip3NTbwLvPubv4mPf/wT3Hnnt/Kf/uMfxkI0xfU3XMvRo0cZ5CNCCLzl9ttpNhN+6qP/+vVt3GfaJvzkP/0uzj5wH2niUcqiHNgsoQxCnXMobnvX3+auLzzE8PxZEhwGRS/PUT5hcwTPrO7ykb/7EbJGgo/63pKo0dg0lTBf6TrxSEwiqeBRoaTb3aB0I1BeGA6qiVIJzzz7JHleUJYF7fY03f6Qmak59u4/AEFwuSRNGI1GdblxIDAa5izML1GGgu3NHaZnOvgyJrY8EJtmS4/PaE6DiyX04uHmRR4z/LE4aiz5B4SoOS3CQ3nueOiRxxj0Bmxv9ylDoNFqsri4yNz8DAf3LKKUZzQa0mw2UVoaYacm42d/6qcoR3kUvqowbOH0tlNFI1W0G5rEBBoJNDMRewMizh2LemIy1Ufsu3QJngITQJtQJ5NjmVctLxsqCp0PmEQKP4zREZKBqjlx9WdnUHD3Q2vcfuMhZtteGl5UxScxb1FtBiDsBOmxGyDIGnAqkPc9n73/GVQ6S3cwFCZKAVki0ExqDJrA3FyH2248SD7cRauA9tTFYlRJyxCNXcx5iKyxzKNXElXE1HlMpIsB1JJkEA/YJtiZAyiT4IIUT5VO9FhKVxl5ae3nnCMEgVJUcPhQolyJG3QF8rGaxCiRu80SlJYqz1pCgDGsR1XI5X3dOLuy3VQYtZJm12kSdWdyJ7bdCIivlBT5uLrJBCSxmMkHj7K61hIy3tArPQ1leeze51k5dIi19VW81/RzxVZQDC2IwF4UJ3aRzhw3HXEAq6zR5HdEh0FgqAzPYaU4uMcwfe0+DC6ydDTaWtIsiz1tY3RjjAh5xTXVaLbwEfqRyBmsEfabjjUTzzx5jJ1+jusssLT3Etrtaabmlhn2cmZnplheWWF1bZViVNLt7nLi2DG++T3vosgLbCK03aPPvcD21g79bpcTp04x6PZxbkQja6OMppGlmDTD+QJrNO1mi1/62K+9vo37ymwa3nF5k6VLD/Otd97Jg5/5c7prq5hWmwMHL8ZlTU4+/TSz2uF15O+WHp10+PRDp/hv/v6PAhZsVIqLYZXSGqMTiAJKk8qIISrkheA4c/o4zRQ8jtnZWZ566llwjv37lylcGROMns2tXR557Fna7Xk6nWmcD1xxxRUkiUVp6ZPZ6UyRpg12d7exJqF00oGp3x1I+JUXTE21yHNHno/Img263S7TU1M0Wi0pbIk4dAgV7hklEKqMHDGEVrFYIwScMzzw6EMc2HuYz3/h/rg5ZCyuLDE/N83hA3sgFHjvSVLxLne2tmg32/z8//lv0ZGmKT6yGKWWVrTRzEZ1TK8Lgs85dMUKw3IgXjBOvFCEq16X23hNP1ngLx5eo91KaTVSrlkKNG0OVMJsYu6cVnz24dNcdvEB0oZh2uRkDYvOWjg/wmhNmQeSxODKWCTmApu7BQ88t8Vbr9nHVBt0YkgTK1WdwaOUKDKqGKf7EKQzj7Y8+tg5Tp7uUhDYv5hy5SUrWF21YIvzj0YpiwsJp9YGPPLkabQredc7ribTvZqaNlbziUnmwJixM5FDDpENUf2gitrdFUdcCg8sZnqZYBugpdu9eLkFeSGqkc6VlF4gGnyV/BNl997WNhkl7WYiKoZaYbTUKSjNWPQ5Ug5D9LqTSvoAafvn4sbjPfgylyAkynLEvDmh9FTqojrmOxw+VmVarDLCsDIWVwROn15n2Id+37FROLqFQSvNvMk4Vo4m9IrieldxjuqJnqzkrvTww8R9qB/v2jmplECtUiTK8fZGi+U79uMSh/Ke1BhyAkn0yInJf+nIpDBJAow5/EK9NVGelzrPc+LoMVwI7PYDZXuFPfsuJm11WNqzl0OHj7B2bpXEJGxvbVOWjtVz51leWeLA4f0MBwNK57DakiVJ9bEQRF6a4BjkOZ12E+9VlPYuObu6yt//yD94fRv3ffON8N+9/yAqMRhtMEmbEAxlbJM20+wwLPtkLmXYanHkypvIZvaRVw+DHksEgOLz993HTTe9CQIYmzIupK1TQuK143C+YGt9lRPHnmdQehpGZFhnZ9vkoyGnTp/BGk2j2QKrWFnZi9GaInjKXLF3z+Wsrp+n2ZTSBaU0ZVHSarVY3zjPzMwcRVGQNZpSrGIMeS6CYEor5mZn2dhcJ7ENfGz/h4L19XVmZmfIGlnl69VXIBh71WouUOSeJx5/ijOrq4wGom1jjWVxaYn5hVn2LC/QSBStVotRPhCPXMEv/vtfA6/obm8IXRMvDCKjWCkU54cl64mEpoEYzk/YMa0UifIkJSzpnOl2g2arpDWT8sDJEed7kCZNkszS7/dwRaCVZXFD8ILrhyHeZtInU2sarTamOMMdt1zNH3/mONZq2u2UKw+krMwnfOqLmyQ2wRpYaXrmFlp88YkuhC7vvuNyrClIjBoLijlPiYW0xWfufoJe7snLEbdeezFL8xrjXKxrJBr0KpZQWK2lmVksXXdBMXKKuz53DFd2ed83XIXCicMbRDFTGBjC/imrRsxVXqR2LqL0Ze1rju8vQZN7zdbIMr+yR7o5hUBZFhSFE9zdeYpCnBxfSJVsf5SjA/S2V7ny8AwaT5IYtMh3iSOjtOjUKI8LDk2KC4Esm+LU2W1OnDpFfxQoTYYvhWkWqmbhgPGe97x9GQZDKL10GUJkcVfPbDPMFZvdPt0e5KmlUJagwFsjiq5KwKNAiIqegRlrKYY5w6Sib6m68cs4uohJggnfvILcJnNOVQ5KGpPINKtomKv2hVaJKN67mx2W3rKPIo1r0VqqGg2DEq0XApiq56lsOEbbiMUboZA6x/nzZ2llDYrCs73dZRQ02crlmEaHRmuGxaU9LC2t4AqBu3Z3dhj0h+z2elx66RGmp6fwhaM/7JEXOTOdWRHoi7BcIFC4gl5XdJdarTZVa8jv/o7vfn0bdxWFo//ph68SaEIlqKTFkdveSlAZiW2BSSRcit6AVyKrarVoPFBRuXzgM/fcXe+uRqfcdtttBEQfHSUwj7S0L3j0sce59sbr+dzdnyGxCcEVeF9S5J68KNFW02lbZqen8MHRajWJPfqwNqHXg9nZFdKkSekd3d0d5ubnhRq5uUYja1B4jwqB6c40o2IEKMpShJiStGolLFSz4WCAtZKZbzSyeo50ZIxIUkv8NB8hp1MnTrOxucMLR0+Kx5qkzM/MMDc3x+x8k31Ly7hiJAnKRLNnfon/7aM/Q5o0oifp8OWI3c0N5lLN4aHhoWJEL3bIqJoMq0jdrKDjyLqXOUUJ7UxpXHCMCs1wkMs9CZ4QRDJ2aqpNpRMOEvWPBnlUwVSMBiPhw2tFM2sSFLSyjP5gl9SkjErHlVddxfPPP0eqClw5oF+0sJYoSztClw5jHT6Acw28kayi9QXvfuch7v7ME+xZnmdhdobzZ09yzSX7pSVaoqPnbvHlUJhOXhMoQKdRPsHj0XzynuMcWDZcdfl+ShfIEkOZ52Io0gbDYU5qoqqgE8hEp5KAl5zPCB08Ju2QNpv0B32219eZn25SloERmrsePE8ZFINBnysvO0xZjljdGFAUUBae4AZcdtlhTp5eZVQq3ChnNHK8922HOXdug9X1DQb9nMIp0AmF11gtfQwk32HqFn2V2QwhRHmGaruZKH0K0KDAOpHPNVaRh0CI2kHyrgpzjAnV+MlV9bLkopB152E2MfSGA8pIMVSIcTeirAbRtSE+HygR7cMH6amMiptPqLF+IsONincQ7YOegGoSDW3gXU1L87Z9MJNEOrDGBJFE01bHc1YR0pW5DkYWAAAbh0lEQVTcSBVhWGvJi0L6rAZQiEb8+tmzbOeB+cPXkZNw8NBhhsOc7mDE5ZdcgXeOza1tyqJkNBpy3XXXEYJQUId5QZHnlKOcudk5XPBCzQ5KGG1RzykokRj/nu/8GjHuLzd+4Rd+giRtYarOPUGKIb7w2fu58qormZlpY4zcNBMbIzz65NP4ssAbRZmL8t9gMOLsuVW++d3fRKedsbG+zvzcMsEIC6SqpDMBSpfzqU99ijRtMsyHpGmKxqM1JFbTaDVZXd9iNATvFXfc8Tbpc4hoRW9vd0kTgzYJW5sbrOxZkZZtcdEpDdbY2FdRknlKa/Jc9GWmZ2ai9GnFJIn4sTx9BKRpyPm1DRZXlvj93/tDUp1QKoUyhvm5eRbmZ2m3M5YWZ2g3Mvr9Pp1Wi3//Cx+j1W6jZDfEWsvsdIcnH3qAi5dmOHK+5E+MqzeRsZ8UR4QZhCExTqZVb/GxzV2ee7JGk0YjY/XcqsBLRpNmiZR3lyU+5iWqhgdygT5GCVUHJME4q7qCUKsiiNEwMeHq44Nc6d0EVF2dOj09RbfbJUsNi1MlJ88FKs381ATeeftB7vn8U+wWzagJrvjA2y9iWA745GfPAQpjYTYdcMt1e2klGX2l+cRnjqJUigvidC61FTdfvcSn7zvLyCsIksR87+0rnN4c8PBTmzF/ELj12ouwasT9j5+nBFTwmKAIxQaJTlBpk2HIyEsHIZAajSsLTNYU2KSUqLYsRV8obTUY9Ye1J2sj0+j2N9/C5+79AjpJBDeucgA1hjHO4UjLwcrIy+tKKRYXF9nc3mI0HEqzGO/IsnR8z0MVe8jarOTVQsySyIYx/lUKah23xDuOdGZ5Lu8Kfl8l07UUFCV43r1j0Vj+01RB6YTGqABX5hBzMtX5ju1ZjJCI24MiyveqWiJD1k4gVSXfODXF0jddTOFyvPIk6Agdamxio2Kn/FyaplSsuKpTUkWNNtoy7A45feYkZzYHZIuHmJ3fx6A/5Lbb3y5MHZ2xsbEl1d/DAVvbu9xxx+0URT/SXiVZXhQ5ZeHIGg1MIpHEzk6PdqtDCA4XPP/Vh76GjfvLjV/+pZ/j/i8+xplzaywvzHDrbddhY+hsjOb5o8dwrqSIXmaIXetDDCOLYsTOVp8D+w5z2ZVX4PyI4DzOlxibsL29ye7uDkXhWF5Z5pEvPSQJveBw3jMc5gz6jlEZ2NzcZf+eFW68+SqmOtNYawSn9Y6d3R0asbDKWAn+tVLkeS5shyCYZ+nEs2+22rJgAJTweV3wE17VOBR96OFHuPXWO/j13/otrJEHzSSGTmeapeV5Op0W1gTmZ6dpZhntrMm/+umfJR86VvbvIbGGVpby/DOPs3euxf48kAzgrrzEaTUm40wgylA9wKrGkT0qqkrKq2mW0ut2mZqeIcuavPDcUbI0A61pthsSVnZarK+u1UCT1oas1WRjdV0YOsagdYIxmk6nxdraet2ko2pI4oME+FqbehOKhJioDCgc6KodmYpMjRA8zoNNLCpovBdFUaG6CSTng/CejdEENAsLi6xvrBEo0V6S2lpJhW5Ac9U11/Lk449J/1fvULG8XmkRhQtFlJKInZx0FDYLLojmkBrjx0We02w2KPICvMLrgAqOquWjigk96cfrY5WjbHY1FKXk+qzWXHnZpRw7cSI2/XBx44tsEiUc7zwfkSSi53P1FVfwxNNPk+e5NGhRisI7Lr70CKePnpSyeiVCYTF/Tl0d/XK2ZAJxmjxEkLyXDoElmxK0YdPlZJklTS2FF/0k6Q9SMZ4sAUNeljSaspYGPdkUQjTeVRFfbeJDldOYwOArb1xV8sEKazUHypKLZgP73no5ReHIUiMMaW3r+5eoRDB8a7GxuC4EqYzWHlCGsnAM+gPOnzvLas8xs+9STNJhYXEJbRv0+wMuveIKzpw4zcz0DDu7XUajnOuuu1JyQlHRsiwiNFOUuJjsNmkzrjMRC/ze7/qery/j/krjV37xp0mSlLTV4jN3f5YD+w8wGvVk/040y0tLPPvcM7SzNp4g1ao+UJRw4vgxnn7qBd761tu54613UEZZUnzVnFhab+3s9rj33s9jTYO5pT1ccsnFNK2E35PZnKpFX8BjlKEoC4bDAUXpmJ2fF20aJ4laH0v0Azpqv0fogzGWqIKIL6EtDz/0JW5785v5zV/7bcognPDEGuYWFpibn8PgWFiYYW6uQ5kXnDx6ii987gsoAtZqTp44xlQjZb5jmE41l65rPjkasK1NTX+Th696KsPY66oSu/E6J+4iVmny0jPo9yOTIPpzXgpltJbeOUVekFiLVrB3315sI2N3d5fV02dJkpSFxXm6fdFU727vSNPmIDQ7aw3WJPR6PaEQKqF/CFtoFMN6UyfSBK92MUEW6mjAu0jlU+PLq4xUjJOExRKjEl/dh+hAyLPma5nmsXGLoU09R0y0CByPIOQTKtmECucn1hRUktFC1YuQYw2ZSKSjY9TkfSxWShuURS6euXOkWYbWinw4YmZhnmG/HzuQyWZy6PBFnDl7hnw4jJGRRDrLKytsrm9SFjmgKYuclT176Ha7olxaliyvLLO+uRnZnl8W373CCExcqbCLJgyVQfoAiyYNoMS4GmtrauLBgxfxIz/6P3Przbdy972f4zd/49d59vlnGXb75KNRvOeyGU4GJxVNlsq4x7Ws1Zi9pJXore/Jh7xleZrW7YdwSornbABtE2nWHtehMeLRayOOh9x6IVTiodfvc/LECVZ3RzSWDtGeXuTc6TW+5UMfZJh7GmnC5sY2AcXW7i793S433XQjAWmq4qNt8LH71of/zvd9+ZS+Gm2Zv4nx1TLurzT+0T/+YW64/iq+9OjjZI008rC9NC3wiiLPxcMCeZC94v77HkHh+IEf/AHB6ytvq4JHfKCSBK49xwo28lEng4pO78f0S+Q17+Vhqh5a4dpGASMn3lhV6KO0oigd1ib0uz3m55f51V/9TTE/SpGkKVMzU+zff5Dz589yy83X02waPvWJj3Pbzbfwn//oj9ndGbC5tc5UClMty1RDMRsMBzYS/sj3GXkVKWbRMNWbzLiUP8QwHcah7vgmQqozhrmEymlisSah2WgSQuDEyROYimahkOIbJRBK3Emk5ZmRJ9GmCb6MjSeSJHa20iTGMhwOBJOtPDAtXYNGo7yGa1Ss1qmUKSfjD62FflpDwpHxAFJVW1UqiqevaihMGcb5heo+x40QxvruY0tCDLcmox019marcKMek/CXGHKrLWjR95d3eObmFsjzEaN8FDOLDucCM3Nz9Hq92KZO1qf8bMHy8h62tzZwpaPVaLLb62KsZXqqw87OLt556Q0QIIn6PFWiWAr/NEVR0EgyQmyQ4XPpQCbXEiYuYbyx1W56pFRSPztCgvCFi5TGgFeOLEoAKB1zUYkUmDlXCh5uDa1Wi05nhqWVJd73vvdx5wc/yD/7X3+cuz71KUbDQd1esJL1C3HtTJJkTVw7VdJWkqVRogHpSHakyLlivsXMzYcxbWEAmUTqHrSpcnoiNW20RnnJgZnItCrLwPbmBufPrbIxcMzuO0LSnOLEyTNcec0NaGU4csmlbG5tkpqErZ1dNjc2uOH6a/mub/uK/Y0mxxvbuL/S+Bcf/RGCF+zOh8ibjc6FrD/Bf41p8uk/u4s9y0t86Nu/g4BU/4UQKych6tEA6HqxKi3JxerzvszDqbxgRV1UFYJo4FRUsEij5t777uMdb/8GPv+5z/PC86dqL04bw/79+zhz7gzXXH01hw7u5RMf/2Pe/573QFnyO7/126yeXcUoT7OhWZy2NA3s7QVeODvghWZGxSXykbstAUu1ocUDY2skpx7PH6QYJssabK7ukLRSlNIkNiE1CUlmWVtdYzAYYpMEpaVX7Oz0DMeOH8dog7VSwJPYlJmZWc6ePo2qZYODeEfEqAFqw6oryproOEbpAeoU3OTGpBS1JhAIxcwmtp5/pQQyERq8kn6X2oiUgAdlFEVRsLS8RFEUdHe70Suv5sTHWziOcnSV7KuyjfV9j3/F9UK9KgLjfKSKzWvG3ZsmfyRrNNl/6ADPP/s8oRSlztmZOXZ7vVjYFEDLORtdNeqOzkWQaMIYiw/S7quqwgZYWl5hMJLm0fmgT1GWaDRXXHc1p06eZNjro5TorOR5Hml7k3j3S8G8yaUz9tyDF50aBZgQ+OlRg6nhkKeaDT7ZLHlcl2RZK1IiLWXdaFywcJNamo0m1lhsu0Xoj9jaXheOfYi7yUs3mziJVXJXVaslVtKqKqmrJI9igKsCXD5tmHnblaiGQttE+v9G3rtCR6+/2iyU5ICCwgXP2tnznDl7hqFqUqTTLK0cZmp6jvmlRabaM3zf3/l+XsW4YNz/quPH/9n/GDFVxAMMIUrvisCV94FPf+rPQGuuWNjDbe95G3sP7EX8fyni0cHgK1kvP5H00UAQrjZ6fDy+WuPE3nvStMl99z/AjTdez2//+m9jTFM8EAWNRpODBw9gE8H5Tp89zje+860YDU89+hh/+sefkIdQK2baCbNTmsVGxtzRHv8ZJxTBMMbzJ7FKeeC9KD9OQApSBOZrzz1ApABKMwXnPTs7O1ht61aCoKLWjtQDBC8UzhACVktHeGMt7Zkpzp4+g9US8hpjpKl0lrG1sSn6KJFJpJWKzaIrNT1D8KIP4iL0UBeshVAX0gCRK+0wxsqM1/CTzLl0mp8wyFWZsarMeKjvmdL6RfmJF+E8MosEX4E+E6N+vco8hHEEiGDAIsRVRR0y2Y5yomI3/pwf1wyg4/uV5JhUvL5mIwOlSayl2xWphKAChw4dZnNri2GvJ9flpJr34OHDnF9dpcwLgi9xzqFTy0VHjrB65pxQMYGpqSm2t7epoq/xSn65MV5sdZQcAsoHTAj8eLfJRujRs5qmsYyShN9IBuxiaLfbck2EuNmoWstGK02j3eKyKy+jt7nNC8eORyE6GFNb43zHW4mKRW+yqOuIr/LwxZkAjI6UXc/BUHLT/Awr77wak+nKY6j7FSglmlMaPV4P2uCD0CX/4Uf/8BVn5lWMC8b9qzn+0T/5oYoSS1k6Ml2S5D1Wihx//Bz5yPHCZpcTvQF2fonLbrieg1dcRjqVoXVCUT14yqKjpx6i9rj3DpR0Xn/0iWdotzpcevE+fv93/whXivepMCSNlEazydRUm2PHj3LrbW9iz9IsSQj825/7N1hlUcqT6MB0QzM7l7AQDPmJIZ+zChtk8SuF9LlUlZcTMcsJBkx1c6pkZn1ACZSTpkk01BqMRWsRWFIKSTCjOX7sWPS0pbm1CJ2FOmlXhcalcwQF1hi0ttJ1ZjAUo1u1OzSGRqMh3nMImNi0pMLDh8OhUNZUxc+XFne+9FE7RDRdREZXsHd5TsfFYmXpqHrnGmNlc3AuNkpRZFlGnhcT3qrsjhJDaCZNXCU+J/Z5Ep9QE179BBZcG/RAmmZ4FwhBZBHKokBpRdZoSCJPK0ajPHZyUrQ7UzhXMhpJk3axucJamZ6Zo9/r4X0ZZRnEQO/ds4e1tQ18VZkaQsS5kaRtLNFHKW6/4y088+zTDPtDyqLAGMNwNJIm1NVVT6JLTKJ3YWzY47yEEGoFA+1FxiKJ0bAhp2NbrBpFUJpWqxW19lWUYZA5uv7663n2hecY9kZyD0KgPdWekGiQ312dh45RcXXfK6gNiJCKwlZS4UTevZbXlIJlFbil1eHwe68lGE/QIp1R1aP8tz/6//zlRuSrNy4Y99di/OP/5cMoV5DmI8zuLu3BEJsX7BYZv37qDKFU7Nm3JJ3RdUJe5iht2Lt3D9amvOlNb+KLD97HyWPnMUZHypUiMQmlL5mZmWXvgb1kmWVhfop2lvDzP/t/iSekoKEDs1OW+ZZh37rnc8OcDZtQy4jEIc+wVHSG6MJP3pBQdQOZeH+FF7dabc6fW42JJNmoEiOsmSxr4X2g3+3ivCdJUzSK9nSHLMs4ffI0CoVJjOC8SjEzNcXa+bXokcVmQ0gZvo6emnOxZ2k0DsZGvXgl6okVEwRkIyB21fFe2Ck+NsqW/IaLRnXMAAIVYakaNK4mQjBopcfeX31M1Q+3uPfCdEBHFpeWoiYfxl1jJ0DpmIOd3ChkVDpAVVWmj954e6rNgUMH8aOS548erTepRqMRm3jE3x+qQp9x8pm6OjvWMESpZR+oG2gbBfPzC4ycZ9DvyfyVDhcc1994EyeOHxPIKkCaZgyHQypGvHMuRlMvWWS8eG3V8iARerRKsU8nNPoDTiV9vlcf4JwO/JnaxpsUZ+SeJlkWy/5hVBSyMSglzXwAF9sqttttesOhRMnB1bCMBM7jkxtDedXfE/cXBVVnNiNqkVopHn7gEV4n44Jxf72OD37oXQyHBYWHPDbKcE4qTJM0EUMSDU+IUEPWSFlZ2UOj0aDRTFianWZ5YY6f+cmPopUmUQFrPXNNzXyAvf2EP1WOwoniYWx7CdRIbwyp1YvggcnxYmMv/7anpoSiFR9OX4rBGAz6jPKC0nuhc7oSSqkC1EqBMXLMCwOihmVaHdZWz4s4VSpyv0EFms0W3Z0tCOJxK23q5uWD4Ui0XiqxMqQx8bA/IuBrSVcdsW0x7DHpisYHVxtQubZQ/zspZyufHCIz5cXMl5cOZSC4qC1jdF34VR2P4cR48uu9cwzNVTtNFUlU+Yaq7qEybnUEUF3XZIK2+sygqqCMdrOF844iLyKjSz6/2WxSlIXcl/hzxljaU1P0uz0hHETPXhlNlmUUo1yiL21oTbXod/sxApN5ffGigYpz5GuYaQzlRJNKwxraGvrFkCvMFDvaseY9HsVIi94SWrqGRbBfICKlyVpNskZC0c8Z5SNCvAYfi5vqyLPKXYyxMdnz4jloVekcwROPP/kV7/XrYFww7l+P40f+yY8w1W7zO7/0SyLQ5KWop9NULLQNl+8a7hp26WpJmlZMGI3g5pVtmVwClZCUQlV1JozLu6vgNuAI6KAZDIZkScri0jJKaUZFjooGc6wcKL1iN85vEhCvXlAtgTd2dneBCGsH2WCcEuqjNoJpl7kU4FSesDWGoixrA6XjJohWuLyQDVFL270Q5HdJ8k/Vwm6VZk8Z8WOUJFKdE+pkUZZ1jUSapKCIol1lPV8Kag2UUGXka2Md+8lWDbgnR1Djqs3Jw9Vf1eEXv1y/ocq7VL9PVZBaBflXycO6okjud6vVpsjz2CNUirkUosPvnYjQVVXFtZGLcIpSpt5E9h86yM7ODvkop3Qlia0Sv1VkMsbVx+c+6bmH2rbXcAmKxAj8oalaryN5GiX3VkVBL1kswgbykcNvE8vC8iJHjlzEg/c9RFlMMKIqjJ4xcefZJ5/j62BcMO4Xxtfu2LN3zwTOL1BL8K6GZbSKxVQvglCYRD3qisjqBW1EPMH7AC7E/uASllea+UVZ1D9eYbSaCiIZD60lonKufNHxSuc8xF9en10Y+42TxvwlwNfEB70ItR4nBevXXoxsj38OJHsvmia1ga6ZN2O2loobFBU8FO2CQpFkIj/sI2tHOPGGfQcPsr29Rb/bA2C6M83u7k69IbzoKqoT9xPHK0gmvqyVYN3COI15iYqBItVGsfxf5lAAKoFLnJM8jrGW1FqeePyZL5+Pr8/xisbd/k2fyYVxYfxVx9kzZ1/Vz+/Zu2dcgxAgeB87T1XYauyAGw1XDTVNfkiEQyJjlck31O3oJmxsgNqTXz2/Vn/M0tJCnTitjdzL2OUXjTC25hEKfskPfvkHKCr7HKEIreumKFWVq6oMbjyZ8GUfJQnl0hX165X4mfPSpCZNU3IzoMyl18Hc4hxbG5vjSXi5U504Xl1Lzb4KQXSjqBquyxucl8rNYydO/iWTdWFU44LnfmFcGF9jY3nP8osimayZMRqMXvSeF1USV8O/3OuhhuJQL90kIglTqTG6E2JvX+dBKw4dOczu9i79nR1cpKIKHbWMmjOyaZ46+eo26AvjFcfrHpbZBZ56rc/jdTIWgbW/9F1vnHFhPsbjwlyMx4W5kHE4hLD0ci+8XmCZp15p93mjDaXU/RfmYjwuzMd4XJiL8bgwF3/5+MqcrgvjwrgwLowL42tyXDDuF8aFcWFcGF+H4/Vi3P/da30Cr6NxYS5ePC7Mx3hcmIvxuDAXf8l4XSRUL4wL48K4MC6Mr+54vXjuF8aFcWFcGBfGV3G85sZdKfU+pdRTSqlnlVI/9lqfz9/EUEodVUo9opR6SCl1fzw2r5T6pFLqmfjvXDyulFL/Js7Pl5RSN7+2Z//qhlLqY0qp80qpRyeO/ZWvXSn1/fH9zyilvv+1uJavxniF+fjnSqlTcX08pJT6wMRr/zDOx1NKqfdOHP+af46UUgeVUn+mlHpCKfWYUup/isffsOvjVY2qnPi1+EK08J8DLgZS4GHg6tfynP6GrvsosPiSY/878GPx+x8Dfip+/wHgT5AaktuBz7/W5/8qr/0dwM3Ao3/dawfmgefjv3Px+7nX+tq+ivPxz4EffZn3Xh2fkQw4Ep8d8/XyHAF7gZvj91PA0/Ga37Dr49V8vdae+23AsyGE50MIOfBbwJ2v8Tm9VuNO4Jfj978MfNvE8V8JMu4FZpVSe1+LE/xqjBDCXcDGSw7/Va/9vcAnQwgbIYRN4JPA+/7/P/uv/niF+XilcSfwWyGEUQjhBeBZ5Bn6uniOQghnQggPxO93gSeA/byB18erGa+1cd8PnJj4/8l47Ot9BOATSqkvKqU+Eo+thBDOgCxyYDkefyPM0V/12t8Ic/I/RKjhYxUMwRtoPpRSFwE3AZ/nwvr4a43X2ri/nGTSG4G+89YQws3A+4EfVkq94yu89406R/DK1/71Pic/D1wC3AicAf5VPP6GmA+lVAf4feAfhBB2vtJbX+bY1918/HXHa23cTwIHJ/5/AP6/9u5fpYEgiOP4dwq1EAu1sozgG1hYWAe0s0ulqI+Rd7CzEisRO4V0Fr6ANhoV8U8dSDprkbGYPQh2SUwWN78PHBs2V+wMe0Nu98LRyTSWiXH3Tmp7wBVxW92tlltS20unT0OOBo296Jy4e9fdvz3ewXdCzA+YgnyY2QxR2M/d/TJ1a34MIXdxvwPWzKxmZrNAA2hlHtNYmdm8mS1Un4E68ETEXe3q7wHV23RbwG56MmAD+KxuUQsyaOzXQN3MFtOSRT31FeHXnsoOMT8g8tEwszkzqwFrwC2FXEdmZsAp8OLuR31faX4MI/eOLrHj/Ubs9jdzj2cC8a4STzM8AM9VzMAycAO8p3Yp9RtwnPLzCKznjmHE+C+IpYYv4hfW4TCxAwfEhuIHsJ87rj/Ox1mKt00UsJW+85spH6/AVl//v7+OgE1i+aQN3Kdje5rnxyiH/qEqIlKg3MsyIiIyBiruIiIFUnEXESmQiruISIFU3EVECqTiLiJSIBV3EZECqbiLiBToB+2d2C7ZJZOpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(stitched)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
